{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7691b0e9",
   "metadata": {},
   "source": [
    "# Web数据挖掘 - 期末项目\n",
    "\n",
    "* 找到API数据的接口\n",
    "* 发送请求，请求到指定区域、职位的数据\n",
    "* 下载数据，存放到excel中\n",
    "* 数据分析：\n",
    "> 1. 地区分布\n",
    "> 2. 职能需求\n",
    "> 3. 学历要求\n",
    "> 4. 公司产业\n",
    "> 5. 薪资（平均薪资） +  分地区看薪资\n",
    "> 6. 公司规模\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b78b3c06",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: requests-html in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (0.10.0)\n",
      "Requirement already satisfied: parse in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (1.19.0)\n",
      "Requirement already satisfied: pyppeteer>=0.0.14 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (1.0.2)\n",
      "Requirement already satisfied: requests in e:\\anaconda.3\\lib\\site-packages (from requests-html) (2.28.1)\n",
      "Requirement already satisfied: w3lib in e:\\anaconda.3\\lib\\site-packages (from requests-html) (1.21.0)\n",
      "Requirement already satisfied: bs4 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (0.0.1)\n",
      "Requirement already satisfied: fake-useragent in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (1.1.3)\n",
      "Requirement already satisfied: pyquery in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (2.0.0)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.42.1 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (4.64.1)\n",
      "Requirement already satisfied: appdirs<2.0.0,>=1.4.3 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.4.4)\n",
      "Requirement already satisfied: pyee<9.0.0,>=8.1.0 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from pyppeteer>=0.0.14->requests-html) (8.2.2)\n",
      "Requirement already satisfied: websockets<11.0,>=10.0 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from pyppeteer>=0.0.14->requests-html) (10.4)\n",
      "Requirement already satisfied: importlib-metadata>=1.4 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (4.11.3)\n",
      "Requirement already satisfied: certifi>=2021 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (2022.9.14)\n",
      "Requirement already satisfied: urllib3<2.0.0,>=1.25.8 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.26.11)\n",
      "Requirement already satisfied: beautifulsoup4 in e:\\anaconda.3\\lib\\site-packages (from bs4->requests-html) (4.11.1)\n",
      "Requirement already satisfied: importlib-resources>=5.0 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from fake-useragent->requests-html) (5.12.0)\n",
      "Requirement already satisfied: cssselect>=1.2.0 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from pyquery->requests-html) (1.2.0)\n",
      "Requirement already satisfied: lxml>=2.1 in e:\\anaconda.3\\lib\\site-packages (from pyquery->requests-html) (4.9.1)\n",
      "Requirement already satisfied: idna<4,>=2.5 in e:\\anaconda.3\\lib\\site-packages (from requests->requests-html) (3.3)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in e:\\anaconda.3\\lib\\site-packages (from requests->requests-html) (2.0.4)\n",
      "Requirement already satisfied: six>=1.4.1 in e:\\anaconda.3\\lib\\site-packages (from w3lib->requests-html) (1.16.0)\n",
      "Requirement already satisfied: zipp>=0.5 in e:\\anaconda.3\\lib\\site-packages (from importlib-metadata>=1.4->pyppeteer>=0.0.14->requests-html) (3.8.0)\n",
      "Requirement already satisfied: colorama in e:\\anaconda.3\\lib\\site-packages (from tqdm<5.0.0,>=4.42.1->pyppeteer>=0.0.14->requests-html) (0.4.5)\n",
      "Requirement already satisfied: soupsieve>1.2 in e:\\anaconda.3\\lib\\site-packages (from beautifulsoup4->bs4->requests-html) (2.3.1)\n"
     ]
    }
   ],
   "source": [
    "!pip install requests-html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "id": "33f19ce4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "请输入你要查询的职位：记者\n",
      "请输入你要查询的地区汕头\n"
     ]
    }
   ],
   "source": [
    "用户输入职位 = input(\"请输入你要查询的职位：\")\n",
    "用户输入地区 = input(\"请输入你要查询的地区\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "id": "f5dbf270",
   "metadata": {},
   "outputs": [],
   "source": [
    "地区编码字典 = {\n",
    "    '广州':'101280100',\n",
    "    '深圳':'101280600',\n",
    "    '北京':'101010100',\n",
    "    '上海':'101020100',\n",
    "    '杭州':'101210100',\n",
    "    '天津':'101030100',\n",
    "    '西安':'101110100',\n",
    "    '苏州':'101190400',\n",
    "    '武汉':'101200100',\n",
    "    '厦门':'101230200',\n",
    "    '长沙':'101250100',\n",
    "    '成都':'101270100',\n",
    "    '郑州':'101180100',\n",
    "    '重庆':'101040100',\n",
    "    '汕头':'101280500'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "id": "a1f0810d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'3-5年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '中专/中技', 'cityName': '汕头', 'areaDistrict': '', 'businessDistrict': '', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 26, 'city': 101280500, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1680773996000, 'encryptBrandId': '0e5192fa40b3e5261nd509S-FlM~', 'brandName': '众合意全屋订制', 'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png', 'brandStageName': '', 'brandIndustry': '装修装饰', 'brandScaleName': '0-20人', 'welfareList': [], 'industry': 100704, 'contact': False}, {'securityId': 'laDQY2NahYC0U-d1uAH7GiTQVL43nMJmakZNm-Luln_gm8GF2OrvCtUBwh8EL4p9qxq4wKbwZPOaU7AhWqV3IcSXFf5c12i-88S_HTgb_WcsV3A1dlQ-', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20210222/774b4d178c1a0a7b0bd8f2a7e95c59fa3bebcfa7d4ab5f5b51d97ca7b0119dd4_s.png', 'bossCert': 3, 'encryptBossId': '251cf35a9a5463370nV829W5EVVV', 'bossName': '范先生', 'bossTitle': '招聘者', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': '500f990bef603ac21XF40t-6ElVW', 'expectId': 0, 'jobName': '注塑装配主管', 'lid': '8m8usPKnFia.search.27', 'salaryDesc': '6-7K·13薪', 'jobLabels': ['1-3年', '学历不限'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['包装/印刷'], 'jobExperience': '1-3年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '学历不限', 'cityName': '汕头', 'areaDistrict': '潮阳区', 'businessDistrict': '和平', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 27, 'city': 101280500, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1680754959000, 'encryptBrandId': 'd254afe44dedb8771ndz3967ElI~', 'brandName': 'RONG SHINE 容光塑业', 'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png', 'brandStageName': '', 'brandIndustry': '印刷/包装/造纸', 'brandScaleName': '100-499人', 'welfareList': [], 'industry': 100904, 'contact': False}, {'securityId': 'cyvrgyRkCR6vZ-c1jQ2etIzpbuCOTJk7lW6v2aVFybmfFdnnsXif-x2DmXdaI2ul7YSWJkE9-yG4PHrbgSrSAtGjupNGFf5SaNsRAbbACtBqxal5wpk~', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230323/607f1f3d68754fd034cb2408b3abc9cfd78797e77289a4929f3590faf5ff3e6eb1ed4590a08df148_s.png', 'bossCert': 3, 'encryptBossId': 'f229a55a102cae310nd_2tq9E1o~', 'bossName': '郭先生', 'bossTitle': '餐厅经理', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': '69afd1cef52601711XJ62t65FFVQ', 'expectId': 0, 'jobName': '麦当劳餐厅招聘服务员', 'lid': '8m8usPKnFia.search.28', 'salaryDesc': '2-4K', 'jobLabels': ['经验不限', '学历不限'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['西餐厅', '餐前服务', '晋升空间大', '法定节假日三薪', '全职', '五险一金', '夜班补助', '免费培训', '无经验', '兼职', '夜班', '带薪年假', '住房公积金'], 'jobExperience': '经验不限', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '学历不限', 'cityName': '汕头', 'areaDistrict': '潮阳区', 'businessDistrict': '贵屿', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 28, 'city': 101280500, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1686642803000, 'encryptBrandId': 'a387d410eb67818d1nd62ti8ElE~', 'brandName': '麦当劳餐厅', 'brandLogo': 'https://img.bosszhipin.com/beijin/app/mobile/normal-0e3f1e4441a21d4874cece3a3d81f0fe.png', 'brandStageName': '已上市', 'brandIndustry': '餐饮', 'brandScaleName': '20-99人', 'welfareList': [], 'industry': 101101, 'contact': False}, {'securityId': 'CxGEbhkr2Ffrq-z1KePi0kBCGdQLLOzFE60HTQiUrZJZGTENhchgn2P-W94Xzg81NC3z8yzIZjIjyZz4NVmBN0AqVSmkXNdOStoWzSeEIlGUC4oD7zM~', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20210507/dea4b7381f6ab1ccb8eb909814fdc672e361a432bbc8fb676ef19ba50e539862_s.jpg', 'bossCert': 3, 'encryptBossId': '6a55a4f060420c670nR-2tS9FVdW', 'bossName': '夏先生', 'bossTitle': '人事经理', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': '1adc903bb55be61d1n1629q9FltW', 'expectId': 0, 'jobName': '平面设计师', 'lid': '8m8usPKnFia.search.29', 'salaryDesc': '100-200元/周', 'jobLabels': ['经验不限', '本科'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['VI设计', 'PhotoShop', '视觉设计', '画册设计'], 'jobExperience': '经验不限', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '本科', 'cityName': '汕头', 'areaDistrict': '金平区', 'businessDistrict': '广厦新城', 'jobType': 6, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 29, 'city': 101280500, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1681802862000, 'encryptBrandId': '13de3ad335c212d00XN92N65Fg~~', 'brandName': '蝴蝶堂文化传媒', 'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20201022/6357638ed1d5a12da0f796821be61cc28845700950c7c555d40565afec7da006.png', 'brandStageName': '未融资', 'brandIndustry': '广告营销', 'brandScaleName': '0-20人', 'welfareList': ['带薪年假', '社保', '全勤奖'], 'industry': 100004, 'contact': False}, {'securityId': '6aWMWZSZvQfbJ-21SxdbGzyqqfnzPznDSCOcz5KOoZs0rTRWkH4xhxcuTpappu4Q4AcDwELqHE9y9MM_oBBWCYtrnEYQeOFpzpG6eMNuzX1iSsGKNyA~', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20210605/6844712bfcbc81bdff82ca808e08ef909473fa5a84cb4302c9f9a033f55e2993_s.jpg', 'bossCert': 3, 'encryptBossId': '8d66996c2d9d05710nd-3di5EltQ', 'bossName': '佘先生', 'bossTitle': '经理', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': '576a90008e8243b81nJ529i7GFNU', 'expectId': 0, 'jobName': '包装工', 'lid': '8m8usPKnFia.search.30', 'salaryDesc': '4-7K', 'jobLabels': ['经验不限', '学历不限'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['包吃', '全勤奖', '带薪年假'], 'jobExperience': '经验不限', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '学历不限', 'cityName': '汕头', 'areaDistrict': '', 'businessDistrict': '', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 30, 'city': 101280500, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1680758895000, 'encryptBrandId': '3a0c2e28b8d50f1b3nR82Ny9FA~~', 'brandName': '富美多', 'brandLogo': 'https://img.bosszhipin.com/beijin/app/mobile/normal-0e3f1e4441a21d4874cece3a3d81f0fe.png', 'brandStageName': '', 'brandIndustry': '食品/饮料/烟酒', 'brandScaleName': '20-99人', 'welfareList': [], 'industry': 101001, 'contact': False}], 'totalCount': 300, 'brandCard': None}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import requests\n",
    "\n",
    "url = \"https://www.zhipin.com/wapi/zpgeek/search/joblist.json\"\n",
    "\n",
    "payload = {\n",
    "    'scene': '1',\n",
    "    'query': '',\n",
    "    'city': 地区编码字典[用户输入地区],\n",
    "    'key':用户输入职位,\n",
    "    'dq':地区编码字典[用户输入地区],\n",
    "    'experience': '',\n",
    "    'payType':'' ,\n",
    "    'partTime':'' ,\n",
    "    'degree': '',\n",
    "    'industry': '',\n",
    "    'scale': '',\n",
    "    'stage': '',\n",
    "    'position':'', \n",
    "    'jobType': '',\n",
    "    'salary': '',\n",
    "    'multiBusinessDistrict': '',\n",
    "    'multiSubway':'',\n",
    "    'page':'1',\n",
    "    'pageSize':'30'\n",
    "}\n",
    "\n",
    "session = HTMLSession()\n",
    "\n",
    "headers = {\n",
    "    'authority': 'www.zhipin.com',\n",
    "    'method': 'GET',\n",
    "    'path': '/wapi/zpgeek/search/joblist.json?scene=1&query=&city=100010000&experience=&payType=&partTime=&degree=&industry=&scale=&stage=&position=&jobType=&salary=&multiBusinessDistrict=&multiSubway=&page=1&pageSize=30',\n",
    "    'scheme': 'https',\n",
    "    'accept': 'application/json, text/plain, */*',\n",
    "    'accept-encoding': 'gzip, deflate, br',\n",
    "    'accept-language': 'zh-CN,zh;q=0.9,en;q=0.8,en-GB;q=0.7,en-US;q=0.6',\n",
    "    'cookie':'__snaker__id=zUFoGTGGppeZWaRd; lastCity=101280100; wd_guid=2900a015-2f57-4466-86d0-2a9f6877d9a0; historyState=state; _bl_uid=n7l3kizp10brs1y69ehk0e99sF0e; YD00951578218230%3AWM_TID=VIw9tj27tWpBRUEVVRPQgDwCpFwgZfvY; gdxidpyhxdE=ZYa2tmmZAteCmXTIKw2LviLi%2F6KWGUbIHNUf5dvTolAwCqQalcxT%5ChDCa6mXP%2B2vJMA1nfdnKmrGjTi7gn2%5CBXSZcBvA7bQBrJehGUsilNWdfUnKcjfCn%5CblDCmcU3NAsc7ReSHeQqwv%2FhwREbWVY90c7slGsaTjPxi%2FsSBwSMZ8fBl5%3A1686107608452; YD00951578218230%3AWM_NI=9mxeknAW7a%2B2XmiBqYL%2B3q8L5Gz2hyopADbaQrQ195UfSMWYcQiJ%2F9sxn2JvIWBd5hxoUuiX7YUpzHTx7KzHu8nA42lrXN3UtlEiFQTS5DI68fz18iWwonv%2B8xP1THI3U1o%3D; YD00951578218230%3AWM_NIKE=9ca17ae2e6ffcda170e2e6eeb6cc67e9bdfbb0e76a82b88ba2c55b939f9e83d86d8b86afd9cd66a599bfb4cd2af0fea7c3b92afbb3b886ea668389f982aa3a9cb3a7a3f45390f5fd92bb48f799b6d3eb73adb08fa5e16b93ae9fd2bc3f97ba9daed653a18fa7abae33b1a8a2d3c97e8b898e85b864bcb19b96ec54f5879b91f94498a8f9acf944b7e8a2a2b73ab0ae98afb25fb8b48b8ac55b988dfba5cc3efcbab6d2bb6395a9a18ff521fca8a0d2d7448bed9bd2ee37e2a3; Hm_lvt_194df3105ad7148dcf2b98a91b5e727a=1685521737,1686106772,1686211691,1687078186; __zp_seo_uuid__=4e579be4-1013-4a77-b3d8-647438c2ed6c; __g=-; __l=r=https%3A%2F%2Fcn.bing.com%2F&l=%2Fwww.zhipin.com%2Fjob_detail%2F&s=1&g=&s=3&friend_source=0; Hm_lpvt_194df3105ad7148dcf2b98a91b5e727a=1687096984; __c=1687078188; __a=77455186.1684936079.1686211694.1687078188.61.6.35.61; __zp_stoken__=1832efHwveHRcaDwicU1oSkc8O2xJb1gBbitTY0tSPiBAcUVlWCohIDIyQSJEXVd%2BJjtHYAZOKQkgeygYMVpdZjRaOWZcY14dI3YdVwFTPTwSXAM9fyZeZwQDWFdPbRg1ZAJ1GxxEXQNpOiw%3D',\n",
    "    'referer': 'https://www.zhipin.com/web/geek/job?city=100010000',\n",
    "    'sec-ch-ua': '\"Not.A/Brand\";v=\"8\", \"Chromium\";v=\"114\", \"Microsoft Edge\";v=\"114\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"Windows\"',\n",
    "    'sec-fetch-dest': 'empty',\n",
    "    'sec-fetch-mode': 'cors',\n",
    "    'sec-fetch-site': 'same-origin',\n",
    "    'token': 'EPNWvHf06h7Gvp7Z',\n",
    "    'traceid': 'AAA4A0A6-0E97-442F-9CDD-C69397BC7225',\n",
    "    'user-agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/114.0.0.0 Safari/537.36 Edg/114.0.1823.51',\n",
    "    'x-requested-with': 'XMLHttpRequest',\n",
    "    'zp_token': 'V1R9onE-L131ZjVtRvxxgaLyy46jzQzSw~'\n",
    "}\n",
    "\n",
    "r = session.get(url, params=payload,headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "id": "d5025cbe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'securityId': '6iQ6N9cRddvps-x1M176SthOAhyijp5T8RiTsyXwFQQGo0afrMW3B02LjUuhe-dmwwPUxwflZJEVrWj749ZySNEhny5OSFF34FO7Dc8cevjaZ_3Sw0c~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20220703/607f1f3d68754fd0426a4d8ff04f7275b588dc90b1197cc5aefc0184e147edd58ce8cad2c42e0f26_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '7f5690492583dbce0nB80ti9FFpQ',\n",
       "  'bossName': '杜女士',\n",
       "  'bossTitle': 'HR',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': 'a79f9e109ac7670d1XJ82dW-GFVQ',\n",
       "  'expectId': 0,\n",
       "  'jobName': '餐饮迎宾',\n",
       "  'lid': '8m8usPKnFia.search.1',\n",
       "  'salaryDesc': '3-4K·13薪',\n",
       "  'jobLabels': ['经验不限', '学历不限'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['全勤奖', '普通话标准', '礼仪/迎宾', '正常工作制'],\n",
       "  'jobExperience': '经验不限',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '学历不限',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '澄海区',\n",
       "  'businessDistrict': '莲下镇',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 1,\n",
       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1681345756000,\n",
       "  'encryptBrandId': 'e9f56412474199f00nF83t64GQ~~',\n",
       "  'brandName': '不夜城餐饮',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20190829/dd187103f5dcf8b27546024b51ebc2a197a134bf8ed710d2099d4b5b20dc88de.jpg',\n",
       "  'brandStageName': '不需要融资',\n",
       "  'brandIndustry': '餐饮',\n",
       "  'brandScaleName': '100-499人',\n",
       "  'welfareList': ['员工旅游', '全勤奖', '年终奖', '包吃', '加班补助'],\n",
       "  'industry': 101101,\n",
       "  'contact': False},\n",
       " {'securityId': 'mV5gkZ7gsabkr-Y1qbhKMlGLgv8sG1E1DuenDvtT9MyrHSpY82lbe985YAFkurOMKGvreq8ZDThqEwvYpLQUlpG-POswZMnYC0gmZCzadeTtkTQklvZ5',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/mcs/useravatar/20200415/f6bd3e032251bc754749b81fc0cd7c99cfcd208495d565ef66e7dff9f98764da_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '7fa37b1427e900241nR-2Ny5EFNR',\n",
       "  'bossName': '王先生',\n",
       "  'bossTitle': '人事行政',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': 'e444c6cd59b5acce1nFz2tq9EVBT',\n",
       "  'expectId': 0,\n",
       "  'jobName': '文案策划/运营',\n",
       "  'lid': '8m8usPKnFia.search.2',\n",
       "  'salaryDesc': '4-9K',\n",
       "  'jobLabels': ['1-3年', '高中'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['社群运营经验',\n",
       "   '房地产/建筑',\n",
       "   '视频号运营',\n",
       "   '公众号/朋友圈运营',\n",
       "   '文案编辑',\n",
       "   '抖音运营',\n",
       "   '网站运营',\n",
       "   '视频制作'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '高中',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '潮阳区',\n",
       "  'businessDistrict': '和平',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 2,\n",
       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1680851366000,\n",
       "  'encryptBrandId': '8fe7dd3c24d7a91e1nJ-3di_FFI~',\n",
       "  'brandName': '呈皇大师建设',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20210515/da18d2e030b65a1e709aa13d810fae7f8a2c695588274b49933f43158138febf.jpg',\n",
       "  'brandStageName': '未融资',\n",
       "  'brandIndustry': '建筑设计',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': ['补充医疗保险', '加班补助', '全勤奖'],\n",
       "  'industry': 100703,\n",
       "  'contact': False},\n",
       " {'securityId': 'U8ibMqMBIHnf7-m1bi9NhX4mvDuhOd6ScODHSawRA9KrlgM-5_aKpVShOmPIP2DOTWBpd-bEhxdnIoyY9IdqAsHKEkIVPz1qfNrkFU6DGuA8YYKOgo8~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20200819/fcc32139e016c58f8586478233841f63b37c335f7e442a684b2d7127e077eb1c_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '8d12d642fc28cadf1nZ43d6_FlBU',\n",
       "  'bossName': '曾先生',\n",
       "  'bossTitle': '招聘者',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '52040b6f085f0c8f3nJ-29u9F1I~',\n",
       "  'expectId': 0,\n",
       "  'jobName': '普洱茶店茶艺师店员',\n",
       "  'lid': '8m8usPKnFia.search.3',\n",
       "  'salaryDesc': '3-4K',\n",
       "  'jobLabels': ['1-3年', '中专/中技'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['茶艺师', '底薪加提成', '意外险', '保底工资', '全职'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '中专/中技',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '龙湖区',\n",
       "  'businessDistrict': '黄山路',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 3,\n",
       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1680757564000,\n",
       "  'encryptBrandId': '576151a5adeac21b1nV42NW_GFc~',\n",
       "  'brandName': '今大福普洱茶',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n",
       "  'brandStageName': '',\n",
       "  'brandIndustry': '食品/饮料/烟酒',\n",
       "  'brandScaleName': '0-20人',\n",
       "  'welfareList': [],\n",
       "  'industry': 101001,\n",
       "  'contact': False},\n",
       " {'securityId': 'FOJbhkqYH6Gvz-717g12LokkHTWlsBsM44tM1BE66RNircAh7xH1WOC-zcvVmOopOI6UB-hJB3K_3SOH_gfwAN4BjEyQ1kGRpjH1d6wKavNLYg~~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20221201/607f1f3d68754fd0ffd807a12b15c23185d41747c8c77069abc3f3134aa57173f4ae93e4bd4abf6f_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '740cf395a014cb950X173Nq5GQ~~',\n",
       "  'bossName': '谢女士',\n",
       "  'bossTitle': '招聘',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '92c2578e34cc94a1331y39-6ElU~',\n",
       "  'expectId': 0,\n",
       "  'jobName': '钻石采购员',\n",
       "  'lid': '8m8usPKnFia.search.4',\n",
       "  'salaryDesc': '3-4K',\n",
       "  'jobLabels': ['经验不限', '大专'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['供应商管理', '钻石采购'],\n",
       "  'jobExperience': '经验不限',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '大专',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '龙湖区',\n",
       "  'businessDistrict': '夏桂埔',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 4,\n",
       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1680850075000,\n",
       "  'encryptBrandId': 'e8f640196de02dfd0nxz3tq6',\n",
       "  'brandName': '潮宏基',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20180412/955c7609d1d348bdb7f50dbb80b26ad5.png',\n",
       "  'brandStageName': '已上市',\n",
       "  'brandIndustry': '其他行业',\n",
       "  'brandScaleName': '0-20人',\n",
       "  'welfareList': ['全勤奖',\n",
       "   '加班补助',\n",
       "   '员工旅游',\n",
       "   '通讯补贴',\n",
       "   '餐补',\n",
       "   '定期体检',\n",
       "   '带薪年假',\n",
       "   '五险一金',\n",
       "   '补充医疗保险',\n",
       "   '交通补助',\n",
       "   '带薪培训'],\n",
       "  'industry': 101304,\n",
       "  'contact': False},\n",
       " {'securityId': 'c1OzjbQpXOrPR-p13LsqKazTLuiyn08fPfei27Zh1OJVhVcNzp1ryUW5cDmNAWYMriK1hM_0nmHw4bIO-vi_XtG6jQTqett-RxScJyGlK2K1yYjjKbU~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20200207/a24c4432125e4e732fdb8ac5bff2fb32c53f685179ffd1296b1770ac19d25636_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '81bda5f95bb3bfd13nd42dS0GVs~',\n",
       "  'bossName': '李先生',\n",
       "  'bossTitle': '招聘者',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '4a688f777fa09eeb1XN-39u4FFZT',\n",
       "  'expectId': 0,\n",
       "  'jobName': '兼职市场推广',\n",
       "  'lid': '8m8usPKnFia.search.5',\n",
       "  'salaryDesc': '3-7K',\n",
       "  'jobLabels': ['1-3年', '学历不限'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['销售岗',\n",
       "   '客户开发',\n",
       "   '付费用户增长',\n",
       "   '生活服务/O2O',\n",
       "   '文娱/游戏',\n",
       "   '用户增长相关经验',\n",
       "   '销售工作经验',\n",
       "   '地推经验',\n",
       "   '商务谈判能力'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '学历不限',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '金平区',\n",
       "  'businessDistrict': '广厦新城',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 5,\n",
       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1684714742000,\n",
       "  'encryptBrandId': 'ac1325a6e4aeac1b1nd53d-8FVs~',\n",
       "  'brandName': '乐程电子科技有限公司',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/app/mobile/normal-0e3f1e4441a21d4874cece3a3d81f0fe.png',\n",
       "  'brandStageName': '',\n",
       "  'brandIndustry': '其他行业',\n",
       "  'brandScaleName': '0-20人',\n",
       "  'welfareList': ['餐补', '工龄奖', '全勤奖', '带薪年假', '补充医疗保险', '年终奖', '保底工资'],\n",
       "  'industry': 101304,\n",
       "  'contact': False},\n",
       " {'securityId': '-fCkSlzMLbr3J-S1DTbLY1en5rK2RQUs6jY2eIKDW6G-AmP9oqG6Wqz2rVRnTP4ZYxNVDVVBjiS6PYGjiGXrTYT2mqVLAd3jXF3Yowp3PYQDMeCPZgw~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/mcs/useravatar/20190330/b965b6c1a7d8691b0479462c8071614be0a4bf52d03bb68d05ef20bdd71d5af3_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'f0e3fbc3a70a250f0nxy2ty9FFU~',\n",
       "  'bossName': '李女士',\n",
       "  'bossTitle': '琴行老师',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '08c7c7aca5bebe9e1nV_2dq1EFNU',\n",
       "  'expectId': 0,\n",
       "  'jobName': '吉他助教',\n",
       "  'lid': '8m8usPKnFia.search.6',\n",
       "  'salaryDesc': '3-4K',\n",
       "  'jobLabels': ['经验不限', '中专/中技'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['吉他尤克里里'],\n",
       "  'jobExperience': '经验不限',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '中专/中技',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '',\n",
       "  'businessDistrict': '',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 6,\n",
       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1680886908000,\n",
       "  'encryptBrandId': '92e94734922985c71nd43Nm9GVY~',\n",
       "  'brandName': '桐栎文化传媒',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/app/mobile/normal-0e3f1e4441a21d4874cece3a3d81f0fe.png',\n",
       "  'brandStageName': '',\n",
       "  'brandIndustry': '培训机构',\n",
       "  'brandScaleName': '0-20人',\n",
       "  'welfareList': [],\n",
       "  'industry': 100303,\n",
       "  'contact': False},\n",
       " {'securityId': 'y9gJfIeK6zUrE-a1rEBrE-Nq0CuuIhwygre5VYgFwvKnpVpYaULWDtbHrYHbVByY2xIHks8X9-LmvcOxa_5_6HPEBpT-7rEM852EOFNDYK2AIJH18LBHuzJr7M5AXs6Aoyc5NooaPbmMOFZSqMjiSyA~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20200220/9d005acda2cbc1bc51b22431fc8411863b18525427ca69da2b7e1a166ed8ba6c_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '4fffab595560eb463nB50tq8FlA~',\n",
       "  'bossName': '林女士',\n",
       "  'bossTitle': '人事',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': '88accf0554800a8a1XV729y5GVFQ',\n",
       "  'expectId': 0,\n",
       "  'jobName': '电话客服',\n",
       "  'lid': '8m8usPKnFia.search.7',\n",
       "  'salaryDesc': '4-8K',\n",
       "  'jobLabels': ['经验不限', '学历不限'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['售后客服'],\n",
       "  'jobExperience': '经验不限',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '学历不限',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '龙湖区',\n",
       "  'businessDistrict': '丹霞庄',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 7,\n",
       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1681909071000,\n",
       "  'encryptBrandId': 'efd9f3d8085a1ced1XV53Nq5EVM~',\n",
       "  'brandName': '仟亿财税',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20220705/7bf6f160950405e958e2e861b505cf9d6fd6b20ed26e7323eeb74cee9818c6e334578665a278af3d.jpg',\n",
       "  'brandStageName': '未融资',\n",
       "  'brandIndustry': '其他服务业',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': [],\n",
       "  'industry': 101106,\n",
       "  'contact': False},\n",
       " {'securityId': '-q9EHbwIU1qS2-z1WQkOatjrIs8o9hdv55kgZpKpP2mcI1Mst7po4vZZMjvcMVjr0aoZB3QphjfzIrSMX0awOTQ7E8SC_xiAhmcDEPFiWf7HLTgsDOdu',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230314/607f1f3d68754fd0dcf5c4ceace996b0bd84f3d9891e9046d98442e66edc4d4f9b8e741bca6a03c1_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '38af1e04f7bb44610nx92du_GFVR',\n",
       "  'bossName': '李先生',\n",
       "  'bossTitle': '人力资源部',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '0902904d1b3d9dfd1XN43Nm1E1BQ',\n",
       "  'expectId': 0,\n",
       "  'jobName': '活动策划专员',\n",
       "  'lid': '8m8usPKnFia.search.8',\n",
       "  'salaryDesc': '4-8K',\n",
       "  'jobLabels': ['1-3年', '大专'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['一般企业（甲方）',\n",
       "   '品牌合作洽谈及落地',\n",
       "   '公关稿件撰写',\n",
       "   '线上活动',\n",
       "   '活动执行',\n",
       "   '线下活动',\n",
       "   '擅长短视频制作',\n",
       "   '市场营销学/广告学/心理学相关学历',\n",
       "   '教育培训',\n",
       "   '甲方市场部门工作经验'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '大专',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '龙湖区',\n",
       "  'businessDistrict': '新一城',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 8,\n",
       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1684820608000,\n",
       "  'encryptBrandId': 'adeed4471898337a1XFy39i9FFs~',\n",
       "  'brandName': '汕头市学创教育',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n",
       "  'brandStageName': '',\n",
       "  'brandIndustry': '培训机构',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': [],\n",
       "  'industry': 100303,\n",
       "  'contact': False},\n",
       " {'securityId': 'gRCYynQAsnELn-y1tczzdPkyMaPVMZrcg2FaNRfQ4UepIgZg6ZaRjJrNtEyaKqOas4yeYvG200poy28aceREVs6KARec936Z6zoZsCOPx39rzlXkiQc~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20220501/607f1f3d68754fd05d4c05ab249b7580766ffef55a1547393b39b5422d4dcc857992e8c37c7fd754_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'f910bf6667aaec851nV-2NS-GVRR',\n",
       "  'bossName': '蔡先生',\n",
       "  'bossTitle': '经理',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': 'cff9ce46e8cad2491nZ53di4FVNX',\n",
       "  'expectId': 0,\n",
       "  'jobName': '3D渲染设计师',\n",
       "  'lid': '8m8usPKnFia.search.9',\n",
       "  'salaryDesc': '4-9K·13薪',\n",
       "  'jobLabels': ['1-3年', '学历不限'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['3DMax', 'MAYA', 'Premiere', 'C4D'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '学历不限',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '澄海区',\n",
       "  'businessDistrict': '澄华',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 9,\n",
       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1680851632000,\n",
       "  'encryptBrandId': 'b6f3605c14c51bc93nRy3t-7FQ~~',\n",
       "  'brandName': '添朝认证',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/app/mobile/normal-0e3f1e4441a21d4874cece3a3d81f0fe.png',\n",
       "  'brandStageName': '',\n",
       "  'brandIndustry': '其他服务业',\n",
       "  'brandScaleName': '0-20人',\n",
       "  'welfareList': ['交通补助',\n",
       "   '包吃',\n",
       "   '年终奖',\n",
       "   '零食下午茶',\n",
       "   '补充医疗保险',\n",
       "   '餐补',\n",
       "   '员工旅游',\n",
       "   '通讯补贴',\n",
       "   '全勤奖',\n",
       "   '带薪年假'],\n",
       "  'industry': 101106,\n",
       "  'contact': False},\n",
       " {'securityId': 'Lb44rYJeptBOF-Q1TTziUOrQ8kPhjZo77lMxCvTqroBoeAeZyb6NvU7eToKxt4pgadEGfb1F9DJgqQsesINk6ktZvxy2TEbyCuE1Rk2_f5m2CrIzrp2N',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20221005/607f1f3d68754fd0dcf050bc45a0ce2e655252519c07159d4d48e540fbf238aa8f4ac4b45a07a5a7_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'e44d9ccd18df8bfe0nJ43N2-GFdY',\n",
       "  'bossName': '曾先生',\n",
       "  'bossTitle': '3D部主管',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '88a4759226fac4631XF62Nm8FlRX',\n",
       "  'expectId': 0,\n",
       "  'jobName': '工业设计',\n",
       "  'lid': '8m8usPKnFia.search.10',\n",
       "  'salaryDesc': '5-10K',\n",
       "  'jobLabels': ['3-5年', '学历不限'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['玩具',\n",
       "   '客情维护',\n",
       "   '独立完成效果图',\n",
       "   '生活用品类',\n",
       "   '良好的方案沟通能力',\n",
       "   '日常用品',\n",
       "   '熟练使用设计软件，如PROE等'],\n",
       "  'jobExperience': '3-5年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '学历不限',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '澄海区',\n",
       "  'businessDistrict': '澄海中心城区',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 10,\n",
       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1670702635000,\n",
       "  'encryptBrandId': 'cb6f5832cd0c38c61XZ409u0FVU~',\n",
       "  'brandName': '汕头市澄海区奕畅...',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n",
       "  'brandStageName': '',\n",
       "  'brandIndustry': '广告/公关/会展',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': ['交通补助',\n",
       "   '员工旅游',\n",
       "   '有无线网',\n",
       "   '夜班补助',\n",
       "   '年终奖',\n",
       "   '宿舍有空调',\n",
       "   '团建聚餐',\n",
       "   '保底工资',\n",
       "   '包住',\n",
       "   '高温补贴',\n",
       "   '节假日加班费',\n",
       "   '住房补贴',\n",
       "   '绩效奖金',\n",
       "   '包吃',\n",
       "   '意外险',\n",
       "   '加班补助',\n",
       "   '全勤奖'],\n",
       "  'industry': 100101,\n",
       "  'contact': False},\n",
       " {'securityId': 'jkBLiH1AWYAbg-91hnHW6GAoPOmQb4D9Y6xA5fWXJzFWfftG-IRSKueGxAiTf15fr8QEdDaSL8TojNu0QgB89O1tn5r4rRHVwLSjE_HnDStJWkc3uus~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_13.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '2e463a9079b0802a0nR42ty6F1dU',\n",
       "  'bossName': '戚先生',\n",
       "  'bossTitle': '厨师长',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': 'ccc18435fcdb08201n1_3d2_EldT',\n",
       "  'expectId': 0,\n",
       "  'jobName': '鼎胜餐饮投资招聘面点师',\n",
       "  'lid': '8m8usPKnFia.search.11',\n",
       "  'salaryDesc': '3-4K',\n",
       "  'jobLabels': ['经验不限', '学历不限'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['中式点心',\n",
       "   '包吃住',\n",
       "   '无经验',\n",
       "   '晋升空间大',\n",
       "   '中式面点',\n",
       "   '包吃包住',\n",
       "   '宿舍有空调',\n",
       "   '培训能力',\n",
       "   '生日福利',\n",
       "   '节日福利',\n",
       "   '有无线网',\n",
       "   '全职'],\n",
       "  'jobExperience': '经验不限',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '学历不限',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '龙湖区',\n",
       "  'businessDistrict': '珠江路',\n",
       "  'jobType': 0,\n",
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       "  'anonymous': 0,\n",
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       "  'iconFlagList': [],\n",
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       "  'city': 101280500,\n",
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       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1686483616000,\n",
       "  'encryptBrandId': '3763a5c08a7ec2cb0X1-2tS-EA~~',\n",
       "  'brandName': '鼎胜餐饮投资',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/app/mobile/normal-0e3f1e4441a21d4874cece3a3d81f0fe.png',\n",
       "  'brandStageName': '',\n",
       "  'brandIndustry': '餐饮',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': ['带薪年假', '包吃', '节日福利'],\n",
       "  'industry': 101101,\n",
       "  'contact': False},\n",
       " {'securityId': 'msQWjk9N9hxb_-N1w1BWc6z3kKZC9TGzeSKO9HejPMylQJRmy-GBuRO_HkZDXyfZnCekhD3AMZ6FTh4FRjQbMPr4lmA4uLAQn1QfnCVtEfiMNdl8i9A~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20220820/607f1f3d68754fd06e74487657eae0d53d2c5f5e7b23fd2a6c05c08e62625da58358f789fba090d7_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '23428ea89499fbc10XB439-8E1s~',\n",
       "  'bossName': '廖女士',\n",
       "  'bossTitle': '主管',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '7566295becbfab381XV509q_EVtT',\n",
       "  'expectId': 0,\n",
       "  'jobName': '新禾招聘餐饮学徒',\n",
       "  'lid': '8m8usPKnFia.search.12',\n",
       "  'salaryDesc': '3-4K',\n",
       "  'jobLabels': ['经验不限', '学历不限'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['包吃包住', '全勤奖', '环境好', '免费培训', '日本料理', '全职兼职均可'],\n",
       "  'jobExperience': '经验不限',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '学历不限',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '潮阳区',\n",
       "  'businessDistrict': '谷饶',\n",
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       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
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       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1680850830000,\n",
       "  'encryptBrandId': '68ad0942cdec9ff71nV639i7GVA~',\n",
       "  'brandName': '新禾',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n",
       "  'brandStageName': '不需要融资',\n",
       "  'brandIndustry': '餐饮',\n",
       "  'brandScaleName': '100-499人',\n",
       "  'welfareList': ['包吃', '全勤奖', '五险一金', '带薪年假'],\n",
       "  'industry': 101101,\n",
       "  'contact': False},\n",
       " {'securityId': 'ePIubNjFtLhZb-E1QChsWoY8nok4278W87wtrG4j5DN2KI_0OBomnRwQ91UvImvgCV3lA712eZf3_yqYampeykhHbowXdClUrm1YVUefufqOWRJk8vYU',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20210217/00b9acd31eda62f1e86a7bdfaf78e47f04c76be95a3a621985c582461cd1020c_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '903258d6aac7b4e60nV82t-4FlVY',\n",
       "  'bossName': '黄女士',\n",
       "  'bossTitle': '人事HR',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '6e909384f6c8901a1XNz2di4EVFQ',\n",
       "  'expectId': 0,\n",
       "  'jobName': '汕头市贴身服饰招聘质量管理/测试',\n",
       "  'lid': '8m8usPKnFia.search.13',\n",
       "  'salaryDesc': '5-6K',\n",
       "  'jobLabels': ['1-3年', '中专/中技'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['FQC', '生产质量管理', '全面质量管理TQM'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '中专/中技',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '潮阳区',\n",
       "  'businessDistrict': '谷饶',\n",
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       "  'iconFlagList': [],\n",
       "  'itemId': 13,\n",
       "  'city': 101280500,\n",
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       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1686701146000,\n",
       "  'encryptBrandId': '6d52a76beab4c8d61XZ709-8EVs~',\n",
       "  'brandName': '汕头市贴身服饰',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n",
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       "  'brandIndustry': '服装/纺织/皮革',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': [],\n",
       "  'industry': 101003,\n",
       "  'contact': False},\n",
       " {'securityId': 'BBAFj0mTyNaVz-61Dengs-G2TQvu_PAb9FdX8A4QAJZ8o7hduZMp7GNL26w55sDUoFFUk8zfXIv9SezVFNYMVH4Q41FTn9rEzdjTWdQu5j57l_ODuvK_',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_6.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '6a0037b688cbb18d0nZ409S7GFBZ',\n",
       "  'bossName': '黄先生',\n",
       "  'bossTitle': '经理',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': 'cda67cde8856b9371nF82tW-F1pT',\n",
       "  'expectId': 0,\n",
       "  'jobName': '医生',\n",
       "  'lid': '8m8usPKnFia.search.14',\n",
       "  'salaryDesc': '10-11K',\n",
       "  'jobLabels': ['1年以内', '大专'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['眼科医生', '外科', '整形科', '耳鼻喉科', '内科医生', '营养师', '中医养生', '专科医生'],\n",
       "  'jobExperience': '1年以内',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '大专',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '澄海区',\n",
       "  'businessDistrict': '澄海中心城区',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 14,\n",
       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1680779772000,\n",
       "  'encryptBrandId': 'a05e24055f97bed81nBz2dW7ElY~',\n",
       "  'brandName': '汕头市澄海区黄哲...',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n",
       "  'brandStageName': '',\n",
       "  'brandIndustry': '医疗/护理/卫生',\n",
       "  'brandScaleName': '0-20人',\n",
       "  'welfareList': [],\n",
       "  'industry': 100402,\n",
       "  'contact': False},\n",
       " {'securityId': '6bMHEOJ5lkpBU-W1dO3BHZHDenz4XjTkY9uVzLbrS7dETkpJ3HmPlHTOVntihNpMoXzJFwRzYv74mPMpICGd_qay2XYpoUp5gcn-zOa06tYJWdFB0-5P',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_9.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'cd1eec99541fcaf61XR50tS4EFNX',\n",
       "  'bossName': '郑女士',\n",
       "  'bossTitle': '招聘者',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '78a936970f4537771XF53960EFBT',\n",
       "  'expectId': 0,\n",
       "  'jobName': '门店店长（峡山）',\n",
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       "  'salaryDesc': '5-9K',\n",
       "  'jobLabels': ['1年以内', '学历不限'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['服装潮牌', '管理经验', '销售经验', '包住'],\n",
       "  'jobExperience': '1年以内',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '学历不限',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '潮南区',\n",
       "  'businessDistrict': '峡山',\n",
       "  'jobType': 0,\n",
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       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 15,\n",
       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1680857572000,\n",
       "  'encryptBrandId': 'a96d5023aa859da11Xd839S6F1Q~',\n",
       "  'brandName': '汕头市潮南区峡山...',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n",
       "  'brandStageName': '',\n",
       "  'brandIndustry': '批发/零售',\n",
       "  'brandScaleName': '500-999人',\n",
       "  'welfareList': [],\n",
       "  'industry': 100503,\n",
       "  'contact': False},\n",
       " {'securityId': 'pOWM9BwV82wby-C1yPNb0DXxJU4JPtUIz5nLxv0gzJNVkZl_Ib054u-MQdqWbbXsmfWPMnI4HVOrC6V6cmS7v4lcitEI23Lo4VHinQAbN655OrJ3-g~~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20220723/607f1f3d68754fd0ffb7fb4b1bf821945a4722431bf468fbc7eb6585f3b42724d8a4123563031d50_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '18b6f6e89d4ba1d10XR529u-FVU~',\n",
       "  'bossName': '陈女士',\n",
       "  'bossTitle': '人力资源主管',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '63502994eb2ab1551XJ529i5FVFQ',\n",
       "  'expectId': 0,\n",
       "  'jobName': '资深平面设计师',\n",
       "  'lid': '8m8usPKnFia.search.16',\n",
       "  'salaryDesc': '4-7K',\n",
       "  'jobLabels': ['3-5年', '大专'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['包装设计', '海报传单设计', '画册设计', '企业/自有品牌', 'PS', 'AI', '平面设计', '物料设计'],\n",
       "  'jobExperience': '3-5年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '大专',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '龙湖区',\n",
       "  'businessDistrict': '苏宁广场',\n",
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       "  'proxyJob': 0,\n",
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       "  'anonymous': 0,\n",
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       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 16,\n",
       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1681799692000,\n",
       "  'encryptBrandId': '888024b2bf86e6861XNz3Nu8FQ~~',\n",
       "  'brandName': '衡美肤',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20211011/7bf6f160950405e9ac833c0273a76c417e5163a94d1b7cf4c7679e7916ca1d46d9192dd59fa9fc59.jpg',\n",
       "  'brandStageName': '不需要融资',\n",
       "  'brandIndustry': '日化',\n",
       "  'brandScaleName': '100-499人',\n",
       "  'welfareList': ['五险一金',\n",
       "   '员工旅游',\n",
       "   '定期体检',\n",
       "   '员工培训',\n",
       "   '年终奖',\n",
       "   '全勤奖',\n",
       "   '带薪年假',\n",
       "   '节日福利',\n",
       "   '交通补助',\n",
       "   '产品内购',\n",
       "   '餐补'],\n",
       "  'industry': 101002,\n",
       "  'contact': False},\n",
       " {'securityId': 'L7gS2iClOwppM-U1C0rYJ0KQ6zizQ75xQpSR1ky1qToUgVGx2D5rVBA8d7sX4-0qAIZkHUzpyzdhTsI8nI1_cS5EI73E6txUfEQRM_hsBu44wxK0Za-B',\n",
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       "  'encryptBossId': 'f496edf30227f45c0nVz3du9F1NQ',\n",
       "  'bossName': '叶女士',\n",
       "  'bossTitle': '招聘者',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '8a35cda1972b3bbe1XJy2d2-FFJQ',\n",
       "  'expectId': 0,\n",
       "  'jobName': '毛衫打样员，打版员',\n",
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       "  'jobExperience': '1-3年',\n",
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       "  'jobDegree': '学历不限',\n",
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       "  'lastModifyTime': 1682123575000,\n",
       "  'encryptBrandId': '67ee9fcdc9ffbc351nB-39y1EFM~',\n",
       "  'brandName': '汕头三木',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/app/mobile/normal-0e3f1e4441a21d4874cece3a3d81f0fe.png',\n",
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       "  'bossCert': 3,\n",
       "  'encryptBossId': '59ca82e7f52c029a0nF82ti1EFNV',\n",
       "  'bossName': '郑先生',\n",
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       "  'bossOnline': False,\n",
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       "  'encryptBrandId': '1d939652cb3cafe40HB_29S7FA~~',\n",
       "  'brandName': '老潮兴',\n",
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       "  'bossCert': 3,\n",
       "  'encryptBossId': '380d82378661e52003B_2dW1ElQ~',\n",
       "  'bossName': '郑先生',\n",
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       "  'lastModifyTime': 1680755413000,\n",
       "  'encryptBrandId': 'b469cce7dcad46091XF-3Ny_GQ~~',\n",
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       " {'securityId': 'KMYwvMloiar7d-H1xX0tRaSIkZ_EVkNwqk4qOFd0OSIQBGGSNfa01FNy4scFmZAN9Q3qPppdkln0HQpnNl2ToCyE_zfRoEP1-ewq7zmk6jJSePCFyZJy',\n",
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       "  'encryptBossId': 'f9abb20ffa871b830nF92Nq9GFBZ',\n",
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       "  'encryptBrandId': '3b95b7bfce6d45c81nd439q_E1c~',\n",
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       "  'encryptBrandId': 'b92c5fa7aaa9e0d803dy3tu9Fw~~',\n",
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       " {'securityId': 'PSpc-ZHuQqL37-t1O2cOJjRZXGe6-x0c7ox_npX5W9N-l_YfyHXDQZu8jAvSNfdEpDYC117uyl-CciA00__TwCwgoL8GqUvU2o7Pue-tgJL96eqDCHk~',\n",
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       "  'encryptBrandId': '62eb4370446d7a3e1ndy296-E1o~',\n",
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       "  'bossCert': 3,\n",
       "  'encryptBossId': '3d75270b4cc626731nZ73dm7EVFR',\n",
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       "  'bossOnline': False,\n",
       "  'encryptJobId': '4cc177d95f71b75a1nF-2du4E1VX',\n",
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       "  'lastModifyTime': 1669860882000,\n",
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       "  'brandName': '醉得意',\n",
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       "  'bossCert': 3,\n",
       "  'encryptBossId': '6c7d324af5d66ce40nF90t66FFJQ',\n",
       "  'bossName': '郭先生',\n",
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       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '078b31658ac04e3f1XJz2dW9GVNX',\n",
       "  'expectId': 0,\n",
       "  'jobName': '人力行政专员',\n",
       "  'lid': '8m8usPKnFia.search.24',\n",
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       "  'skills': ['招聘与配置', '劳动关系办理', '考勤管理', '人力/财务/行政/法务', '大中型企业从业'],\n",
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       "  'gps': None,\n",
       "  'lastModifyTime': 1682553931000,\n",
       "  'encryptBrandId': 'c6058d3871b2a5a21nV_392-EVU~',\n",
       "  'brandName': '瑞康物业',\n",
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       "  'brandScaleName': '1000-9999人',\n",
       "  'welfareList': ['高温补贴', '工龄奖', '宿舍有空调', '有无线网', '年终奖', '加班补助', '补充医疗保险'],\n",
       "  'industry': 100707,\n",
       "  'contact': False},\n",
       " {'securityId': 'BG3WC5czJ4Jkr-H1Bg8uvpTSrs1O6yCt6J2-eo2xP7iPpx2ogwUKgwBZMgxMdPNWq85WQnJS8YN2vtve4kJQFh6YF_XEOGKA53ske0rwuNGLmeXfzUf2',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20201128/2086f72ef3b9e61768bfcbf3f90a914271984b33d9f0455d855fd4f36df57d4c_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '7606fb398f4a03cc0nRy09S6ElBU',\n",
       "  'bossName': '赵女士',\n",
       "  'bossTitle': '招聘者',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': 'fd6f67904ec2634e1nV409W9GVFQ',\n",
       "  'expectId': 0,\n",
       "  'jobName': '文案策划',\n",
       "  'lid': '8m8usPKnFia.search.25',\n",
       "  'salaryDesc': '4-7K',\n",
       "  'jobLabels': ['1-3年', '大专'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['广告', '广告文案', '策划编辑', '记者', '原创撰稿', '新媒体文案', '品牌文案', '文案', '全职'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '大专',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '龙湖区',\n",
       "  'businessDistrict': '丹霞庄',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 25,\n",
       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1681871951000,\n",
       "  'encryptBrandId': 'dd6eb1b3679bc1c51nd72N64ElQ~',\n",
       "  'brandName': '汕头市奇点品牌策...',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20210222/f4df7cde73fddd2a83354625f8af8e0971984b33d9f0455d855fd4f36df57d4c.png',\n",
       "  'brandStageName': '未融资',\n",
       "  'brandIndustry': '新零售',\n",
       "  'brandScaleName': '0-20人',\n",
       "  'welfareList': ['年终奖', '补充医疗保险', '节日福利', '股票期权'],\n",
       "  'industry': 100017,\n",
       "  'contact': False},\n",
       " {'securityId': 'AII2nd-ocqZEQ-_12W-XoUJn4YYt8dkXG5h7ugTMi3z7DGFWGnPpmJXtChXZdsV2Hez-9240wUlGQ3Nx0Y-Q5ftdLfWdEbQ_7KnMlMYRF8XIfDNg8M9T',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20210224/c467e1c7fb4fd9692935ba79d7372e323e7ef19de686855f3b5e2d79967357b7_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'db5609b65688ea060nV729y9FFdZ',\n",
       "  'bossName': '郑先生',\n",
       "  'bossTitle': '招聘者',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '8f38a0fbd23cf4791nV83924EFpW',\n",
       "  'expectId': 0,\n",
       "  'jobName': 'CAD设计/制图',\n",
       "  'lid': '8m8usPKnFia.search.26',\n",
       "  'salaryDesc': '4-9K',\n",
       "  'jobLabels': ['3-5年', '中专/中技'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['三维家', 'CAD', '酷家乐', '设计师', '装饰装修', '全屋定制设计'],\n",
       "  'jobExperience': '3-5年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '中专/中技',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '',\n",
       "  'businessDistrict': '',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 26,\n",
       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1680773996000,\n",
       "  'encryptBrandId': '0e5192fa40b3e5261nd509S-FlM~',\n",
       "  'brandName': '众合意全屋订制',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n",
       "  'brandStageName': '',\n",
       "  'brandIndustry': '装修装饰',\n",
       "  'brandScaleName': '0-20人',\n",
       "  'welfareList': [],\n",
       "  'industry': 100704,\n",
       "  'contact': False},\n",
       " {'securityId': 'laDQY2NahYC0U-d1uAH7GiTQVL43nMJmakZNm-Luln_gm8GF2OrvCtUBwh8EL4p9qxq4wKbwZPOaU7AhWqV3IcSXFf5c12i-88S_HTgb_WcsV3A1dlQ-',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20210222/774b4d178c1a0a7b0bd8f2a7e95c59fa3bebcfa7d4ab5f5b51d97ca7b0119dd4_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '251cf35a9a5463370nV829W5EVVV',\n",
       "  'bossName': '范先生',\n",
       "  'bossTitle': '招聘者',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '500f990bef603ac21XF40t-6ElVW',\n",
       "  'expectId': 0,\n",
       "  'jobName': '注塑装配主管',\n",
       "  'lid': '8m8usPKnFia.search.27',\n",
       "  'salaryDesc': '6-7K·13薪',\n",
       "  'jobLabels': ['1-3年', '学历不限'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['包装/印刷'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '学历不限',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '潮阳区',\n",
       "  'businessDistrict': '和平',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 27,\n",
       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1680754959000,\n",
       "  'encryptBrandId': 'd254afe44dedb8771ndz3967ElI~',\n",
       "  'brandName': 'RONG SHINE 容光塑业',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n",
       "  'brandStageName': '',\n",
       "  'brandIndustry': '印刷/包装/造纸',\n",
       "  'brandScaleName': '100-499人',\n",
       "  'welfareList': [],\n",
       "  'industry': 100904,\n",
       "  'contact': False},\n",
       " {'securityId': 'cyvrgyRkCR6vZ-c1jQ2etIzpbuCOTJk7lW6v2aVFybmfFdnnsXif-x2DmXdaI2ul7YSWJkE9-yG4PHrbgSrSAtGjupNGFf5SaNsRAbbACtBqxal5wpk~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230323/607f1f3d68754fd034cb2408b3abc9cfd78797e77289a4929f3590faf5ff3e6eb1ed4590a08df148_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'f229a55a102cae310nd_2tq9E1o~',\n",
       "  'bossName': '郭先生',\n",
       "  'bossTitle': '餐厅经理',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '69afd1cef52601711XJ62t65FFVQ',\n",
       "  'expectId': 0,\n",
       "  'jobName': '麦当劳餐厅招聘服务员',\n",
       "  'lid': '8m8usPKnFia.search.28',\n",
       "  'salaryDesc': '2-4K',\n",
       "  'jobLabels': ['经验不限', '学历不限'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['西餐厅',\n",
       "   '餐前服务',\n",
       "   '晋升空间大',\n",
       "   '法定节假日三薪',\n",
       "   '全职',\n",
       "   '五险一金',\n",
       "   '夜班补助',\n",
       "   '免费培训',\n",
       "   '无经验',\n",
       "   '兼职',\n",
       "   '夜班',\n",
       "   '带薪年假',\n",
       "   '住房公积金'],\n",
       "  'jobExperience': '经验不限',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '学历不限',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '潮阳区',\n",
       "  'businessDistrict': '贵屿',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 28,\n",
       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1686642803000,\n",
       "  'encryptBrandId': 'a387d410eb67818d1nd62ti8ElE~',\n",
       "  'brandName': '麦当劳餐厅',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/app/mobile/normal-0e3f1e4441a21d4874cece3a3d81f0fe.png',\n",
       "  'brandStageName': '已上市',\n",
       "  'brandIndustry': '餐饮',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': [],\n",
       "  'industry': 101101,\n",
       "  'contact': False},\n",
       " {'securityId': 'CxGEbhkr2Ffrq-z1KePi0kBCGdQLLOzFE60HTQiUrZJZGTENhchgn2P-W94Xzg81NC3z8yzIZjIjyZz4NVmBN0AqVSmkXNdOStoWzSeEIlGUC4oD7zM~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20210507/dea4b7381f6ab1ccb8eb909814fdc672e361a432bbc8fb676ef19ba50e539862_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '6a55a4f060420c670nR-2tS9FVdW',\n",
       "  'bossName': '夏先生',\n",
       "  'bossTitle': '人事经理',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '1adc903bb55be61d1n1629q9FltW',\n",
       "  'expectId': 0,\n",
       "  'jobName': '平面设计师',\n",
       "  'lid': '8m8usPKnFia.search.29',\n",
       "  'salaryDesc': '100-200元/周',\n",
       "  'jobLabels': ['经验不限', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['VI设计', 'PhotoShop', '视觉设计', '画册设计'],\n",
       "  'jobExperience': '经验不限',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '金平区',\n",
       "  'businessDistrict': '广厦新城',\n",
       "  'jobType': 6,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 29,\n",
       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1681802862000,\n",
       "  'encryptBrandId': '13de3ad335c212d00XN92N65Fg~~',\n",
       "  'brandName': '蝴蝶堂文化传媒',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20201022/6357638ed1d5a12da0f796821be61cc28845700950c7c555d40565afec7da006.png',\n",
       "  'brandStageName': '未融资',\n",
       "  'brandIndustry': '广告营销',\n",
       "  'brandScaleName': '0-20人',\n",
       "  'welfareList': ['带薪年假', '社保', '全勤奖'],\n",
       "  'industry': 100004,\n",
       "  'contact': False},\n",
       " {'securityId': '6aWMWZSZvQfbJ-21SxdbGzyqqfnzPznDSCOcz5KOoZs0rTRWkH4xhxcuTpappu4Q4AcDwELqHE9y9MM_oBBWCYtrnEYQeOFpzpG6eMNuzX1iSsGKNyA~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20210605/6844712bfcbc81bdff82ca808e08ef909473fa5a84cb4302c9f9a033f55e2993_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '8d66996c2d9d05710nd-3di5EltQ',\n",
       "  'bossName': '佘先生',\n",
       "  'bossTitle': '经理',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '576a90008e8243b81nJ529i7GFNU',\n",
       "  'expectId': 0,\n",
       "  'jobName': '包装工',\n",
       "  'lid': '8m8usPKnFia.search.30',\n",
       "  'salaryDesc': '4-7K',\n",
       "  'jobLabels': ['经验不限', '学历不限'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['包吃', '全勤奖', '带薪年假'],\n",
       "  'jobExperience': '经验不限',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '学历不限',\n",
       "  'cityName': '汕头',\n",
       "  'areaDistrict': '',\n",
       "  'businessDistrict': '',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 30,\n",
       "  'city': 101280500,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1680758895000,\n",
       "  'encryptBrandId': '3a0c2e28b8d50f1b3nR82Ny9FA~~',\n",
       "  'brandName': '富美多',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/app/mobile/normal-0e3f1e4441a21d4874cece3a3d81f0fe.png',\n",
       "  'brandStageName': '',\n",
       "  'brandIndustry': '食品/饮料/烟酒',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': [],\n",
       "  'industry': 101001,\n",
       "  'contact': False}]"
      ]
     },
     "execution_count": 263,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jobL = response_data['zpData']['jobList']\n",
    "jobL"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50e76341",
   "metadata": {},
   "source": [
    "## 翻页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "id": "6bae293b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "id": "071d0159",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280500',\n",
       "  'key': '记者',\n",
       "  'dq': '101280500',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 0,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280500',\n",
       "  'key': '记者',\n",
       "  'dq': '101280500',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 1,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280500',\n",
       "  'key': '记者',\n",
       "  'dq': '101280500',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 2,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280500',\n",
       "  'key': '记者',\n",
       "  'dq': '101280500',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 3,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280500',\n",
       "  'key': '记者',\n",
       "  'dq': '101280500',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 4,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280500',\n",
       "  'key': '记者',\n",
       "  'dq': '101280500',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
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       " {'scene': '1',\n",
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       "  'key': '记者',\n",
       "  'dq': '101280500',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 29,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280500',\n",
       "  'key': '记者',\n",
       "  'dq': '101280500',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 30,\n",
       "  'pageSize': '30'}]"
      ]
     },
     "execution_count": 265,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(31):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['page']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "id": "b9aec815",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "id": "6d99a635",
   "metadata": {},
   "outputs": [],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    r = session.get(url=url, params=payload, headers=headers)\n",
    "    response_data = r.json()\n",
    "    df = pd.json_normalize(jobL)\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "id": "328ea0c8",
   "metadata": {},
   "outputs": [
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       "      <td>https://img.bosszhipin.com/beijin/mcs/useravat...</td>\n",
       "      <td>3</td>\n",
       "      <td>7fa37b1427e900241nR-2Ny5EFNR</td>\n",
       "      <td>王先生</td>\n",
       "      <td>人事行政</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>e444c6cd59b5acce1nFz2tq9EVBT</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1680851366000</td>\n",
       "      <td>8fe7dd3c24d7a91e1nJ-3di_FFI~</td>\n",
       "      <td>呈皇大师建设</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>建筑设计</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[补充医疗保险, 加班补助, 全勤奖]</td>\n",
       "      <td>100703</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>U8ibMqMBIHnf7-m1bi9NhX4mvDuhOd6ScODHSawRA9Krlg...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>8d12d642fc28cadf1nZ43d6_FlBU</td>\n",
       "      <td>曾先生</td>\n",
       "      <td>招聘者</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>52040b6f085f0c8f3nJ-29u9F1I~</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1680757564000</td>\n",
       "      <td>576151a5adeac21b1nV42NW_GFc~</td>\n",
       "      <td>今大福普洱茶</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n",
       "      <td></td>\n",
       "      <td>食品/饮料/烟酒</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>[]</td>\n",
       "      <td>101001</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FOJbhkqYH6Gvz-717g12LokkHTWlsBsM44tM1BE66RNirc...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>740cf395a014cb950X173Nq5GQ~~</td>\n",
       "      <td>谢女士</td>\n",
       "      <td>招聘</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>92c2578e34cc94a1331y39-6ElU~</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1680850075000</td>\n",
       "      <td>e8f640196de02dfd0nxz3tq6</td>\n",
       "      <td>潮宏基</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>[全勤奖, 加班补助, 员工旅游, 通讯补贴, 餐补, 定期体检, 带薪年假, 五险一金, ...</td>\n",
       "      <td>101304</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>c1OzjbQpXOrPR-p13LsqKazTLuiyn08fPfei27Zh1OJVhV...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>81bda5f95bb3bfd13nd42dS0GVs~</td>\n",
       "      <td>李先生</td>\n",
       "      <td>招聘者</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>4a688f777fa09eeb1XN-39u4FFZT</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1684714742000</td>\n",
       "      <td>ac1325a6e4aeac1b1nd53d-8FVs~</td>\n",
       "      <td>乐程电子科技有限公司</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/app/mobile/n...</td>\n",
       "      <td></td>\n",
       "      <td>其他行业</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>[餐补, 工龄奖, 全勤奖, 带薪年假, 补充医疗保险, 年终奖, 保底工资]</td>\n",
       "      <td>101304</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>AII2nd-ocqZEQ-_12W-XoUJn4YYt8dkXG5h7ugTMi3z7DG...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>db5609b65688ea060nV729y9FFdZ</td>\n",
       "      <td>郑先生</td>\n",
       "      <td>招聘者</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>8f38a0fbd23cf4791nV83924EFpW</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1680773996000</td>\n",
       "      <td>0e5192fa40b3e5261nd509S-FlM~</td>\n",
       "      <td>众合意全屋订制</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n",
       "      <td></td>\n",
       "      <td>装修装饰</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100704</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>laDQY2NahYC0U-d1uAH7GiTQVL43nMJmakZNm-Luln_gm8...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>251cf35a9a5463370nV829W5EVVV</td>\n",
       "      <td>范先生</td>\n",
       "      <td>招聘者</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>500f990bef603ac21XF40t-6ElVW</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1680754959000</td>\n",
       "      <td>d254afe44dedb8771ndz3967ElI~</td>\n",
       "      <td>RONG SHINE 容光塑业</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n",
       "      <td></td>\n",
       "      <td>印刷/包装/造纸</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100904</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>cyvrgyRkCR6vZ-c1jQ2etIzpbuCOTJk7lW6v2aVFybmfFd...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>f229a55a102cae310nd_2tq9E1o~</td>\n",
       "      <td>郭先生</td>\n",
       "      <td>餐厅经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>69afd1cef52601711XJ62t65FFVQ</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1686642803000</td>\n",
       "      <td>a387d410eb67818d1nd62ti8ElE~</td>\n",
       "      <td>麦当劳餐厅</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/app/mobile/n...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>餐饮</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[]</td>\n",
       "      <td>101101</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>CxGEbhkr2Ffrq-z1KePi0kBCGdQLLOzFE60HTQiUrZJZGT...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>6a55a4f060420c670nR-2tS9FVdW</td>\n",
       "      <td>夏先生</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>1adc903bb55be61d1n1629q9FltW</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1681802862000</td>\n",
       "      <td>13de3ad335c212d00XN92N65Fg~~</td>\n",
       "      <td>蝴蝶堂文化传媒</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/l...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>广告营销</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>[带薪年假, 社保, 全勤奖]</td>\n",
       "      <td>100004</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>6aWMWZSZvQfbJ-21SxdbGzyqqfnzPznDSCOcz5KOoZs0rT...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>8d66996c2d9d05710nd-3di5EltQ</td>\n",
       "      <td>佘先生</td>\n",
       "      <td>经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>576a90008e8243b81nJ529i7GFNU</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1680758895000</td>\n",
       "      <td>3a0c2e28b8d50f1b3nR82Ny9FA~~</td>\n",
       "      <td>富美多</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/app/mobile/n...</td>\n",
       "      <td></td>\n",
       "      <td>食品/饮料/烟酒</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[]</td>\n",
       "      <td>101001</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>930 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           securityId  \\\n",
       "0   6iQ6N9cRddvps-x1M176SthOAhyijp5T8RiTsyXwFQQGo0...   \n",
       "1   mV5gkZ7gsabkr-Y1qbhKMlGLgv8sG1E1DuenDvtT9MyrHS...   \n",
       "2   U8ibMqMBIHnf7-m1bi9NhX4mvDuhOd6ScODHSawRA9Krlg...   \n",
       "3   FOJbhkqYH6Gvz-717g12LokkHTWlsBsM44tM1BE66RNirc...   \n",
       "4   c1OzjbQpXOrPR-p13LsqKazTLuiyn08fPfei27Zh1OJVhV...   \n",
       "..                                                ...   \n",
       "25  AII2nd-ocqZEQ-_12W-XoUJn4YYt8dkXG5h7ugTMi3z7DG...   \n",
       "26  laDQY2NahYC0U-d1uAH7GiTQVL43nMJmakZNm-Luln_gm8...   \n",
       "27  cyvrgyRkCR6vZ-c1jQ2etIzpbuCOTJk7lW6v2aVFybmfFd...   \n",
       "28  CxGEbhkr2Ffrq-z1KePi0kBCGdQLLOzFE60HTQiUrZJZGT...   \n",
       "29  6aWMWZSZvQfbJ-21SxdbGzyqqfnzPznDSCOcz5KOoZs0rT...   \n",
       "\n",
       "                                           bossAvatar  bossCert  \\\n",
       "0   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "1   https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       "2   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "3   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "4   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "..                                                ...       ...   \n",
       "25  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "26  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "27  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "28  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "29  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "\n",
       "                   encryptBossId bossName bossTitle  goldHunter  bossOnline  \\\n",
       "0   7f5690492583dbce0nB80ti9FFpQ      杜女士        HR           0       False   \n",
       "1   7fa37b1427e900241nR-2Ny5EFNR      王先生      人事行政           0       False   \n",
       "2   8d12d642fc28cadf1nZ43d6_FlBU      曾先生       招聘者           0       False   \n",
       "3   740cf395a014cb950X173Nq5GQ~~      谢女士        招聘           0       False   \n",
       "4   81bda5f95bb3bfd13nd42dS0GVs~      李先生       招聘者           0       False   \n",
       "..                           ...      ...       ...         ...         ...   \n",
       "25  db5609b65688ea060nV729y9FFdZ      郑先生       招聘者           0       False   \n",
       "26  251cf35a9a5463370nV829W5EVVV      范先生       招聘者           0       False   \n",
       "27  f229a55a102cae310nd_2tq9E1o~      郭先生      餐厅经理           0       False   \n",
       "28  6a55a4f060420c670nR-2tS9FVdW      夏先生      人事经理           0       False   \n",
       "29  8d66996c2d9d05710nd-3di5EltQ      佘先生        经理           0       False   \n",
       "\n",
       "                    encryptJobId  expectId  ... lastModifyTime  \\\n",
       "0   a79f9e109ac7670d1XJ82dW-GFVQ         0  ...  1681345756000   \n",
       "1   e444c6cd59b5acce1nFz2tq9EVBT         0  ...  1680851366000   \n",
       "2   52040b6f085f0c8f3nJ-29u9F1I~         0  ...  1680757564000   \n",
       "3   92c2578e34cc94a1331y39-6ElU~         0  ...  1680850075000   \n",
       "4   4a688f777fa09eeb1XN-39u4FFZT         0  ...  1684714742000   \n",
       "..                           ...       ...  ...            ...   \n",
       "25  8f38a0fbd23cf4791nV83924EFpW         0  ...  1680773996000   \n",
       "26  500f990bef603ac21XF40t-6ElVW         0  ...  1680754959000   \n",
       "27  69afd1cef52601711XJ62t65FFVQ         0  ...  1686642803000   \n",
       "28  1adc903bb55be61d1n1629q9FltW         0  ...  1681802862000   \n",
       "29  576a90008e8243b81nJ529i7GFNU         0  ...  1680758895000   \n",
       "\n",
       "                  encryptBrandId        brandName  \\\n",
       "0   e9f56412474199f00nF83t64GQ~~            不夜城餐饮   \n",
       "1   8fe7dd3c24d7a91e1nJ-3di_FFI~           呈皇大师建设   \n",
       "2   576151a5adeac21b1nV42NW_GFc~           今大福普洱茶   \n",
       "3       e8f640196de02dfd0nxz3tq6              潮宏基   \n",
       "4   ac1325a6e4aeac1b1nd53d-8FVs~       乐程电子科技有限公司   \n",
       "..                           ...              ...   \n",
       "25  0e5192fa40b3e5261nd509S-FlM~          众合意全屋订制   \n",
       "26  d254afe44dedb8771ndz3967ElI~  RONG SHINE 容光塑业   \n",
       "27  a387d410eb67818d1nd62ti8ElE~            麦当劳餐厅   \n",
       "28  13de3ad335c212d00XN92N65Fg~~          蝴蝶堂文化传媒   \n",
       "29  3a0c2e28b8d50f1b3nR82Ny9FA~~              富美多   \n",
       "\n",
       "                                            brandLogo  brandStageName  \\\n",
       "0   https://img.bosszhipin.com/beijin/upload/com/l...           不需要融资   \n",
       "1   https://img.bosszhipin.com/beijin/upload/com/w...             未融资   \n",
       "2   https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       "3   https://img.bosszhipin.com/beijin/mcs/chatphot...             已上市   \n",
       "4   https://img.bosszhipin.com/beijin/app/mobile/n...                   \n",
       "..                                                ...             ...   \n",
       "25  https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       "26  https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       "27  https://img.bosszhipin.com/beijin/app/mobile/n...             已上市   \n",
       "28  https://img.bosszhipin.com/beijin/upload/com/l...             未融资   \n",
       "29  https://img.bosszhipin.com/beijin/app/mobile/n...                   \n",
       "\n",
       "   brandIndustry brandScaleName  \\\n",
       "0             餐饮       100-499人   \n",
       "1           建筑设计         20-99人   \n",
       "2       食品/饮料/烟酒          0-20人   \n",
       "3           其他行业          0-20人   \n",
       "4           其他行业          0-20人   \n",
       "..           ...            ...   \n",
       "25          装修装饰          0-20人   \n",
       "26      印刷/包装/造纸       100-499人   \n",
       "27            餐饮         20-99人   \n",
       "28          广告营销          0-20人   \n",
       "29      食品/饮料/烟酒         20-99人   \n",
       "\n",
       "                                          welfareList industry contact  \n",
       "0                          [员工旅游, 全勤奖, 年终奖, 包吃, 加班补助]   101101   False  \n",
       "1                                 [补充医疗保险, 加班补助, 全勤奖]   100703   False  \n",
       "2                                                  []   101001   False  \n",
       "3   [全勤奖, 加班补助, 员工旅游, 通讯补贴, 餐补, 定期体检, 带薪年假, 五险一金, ...   101304   False  \n",
       "4             [餐补, 工龄奖, 全勤奖, 带薪年假, 补充医疗保险, 年终奖, 保底工资]   101304   False  \n",
       "..                                                ...      ...     ...  \n",
       "25                                                 []   100704   False  \n",
       "26                                                 []   100904   False  \n",
       "27                                                 []   101101   False  \n",
       "28                                    [带薪年假, 社保, 全勤奖]   100004   False  \n",
       "29                                                 []   101001   False  \n",
       "\n",
       "[930 rows x 46 columns]"
      ]
     },
     "execution_count": 268,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfc29e38",
   "metadata": {},
   "source": [
    "## 数据存储——excel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "id": "dac34cc6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "id": "4f2f1b3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "time.struct_time(tm_year=2023, tm_mon=6, tm_mday=18, tm_hour=22, tm_min=5, tm_sec=27, tm_wday=6, tm_yday=169, tm_isdst=0)"
      ]
     },
     "execution_count": 270,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time.localtime()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "id": "4b98ec6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'618_225'"
      ]
     },
     "execution_count": 271,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output_time = str(time.localtime().tm_mon)\\\n",
    "            +str(time.localtime().tm_mday)+'_'\\\n",
    "            +str(time.localtime().tm_hour)\\\n",
    "            +str(time.localtime().tm_min)\n",
    "output_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "id": "fc4f4bec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'记者'"
      ]
     },
     "execution_count": 272,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key = payload['key']\n",
    "key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "id": "27a816c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel(key +'_boss_'+output_time+'.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9259f0d8",
   "metadata": {},
   "source": [
    "## 数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "id": "a3c1c844",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jobName</th>\n",
       "      <th>salaryDesc</th>\n",
       "      <th>jobLabels</th>\n",
       "      <th>jobDegree</th>\n",
       "      <th>skills</th>\n",
       "      <th>areaDistrict</th>\n",
       "      <th>brandScaleName</th>\n",
       "      <th>brandName</th>\n",
       "      <th>brandIndustry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>餐饮迎宾</td>\n",
       "      <td>3-4K·13薪</td>\n",
       "      <td>[经验不限, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[全勤奖, 普通话标准, 礼仪/迎宾, 正常工作制]</td>\n",
       "      <td>澄海区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>不夜城餐饮</td>\n",
       "      <td>餐饮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>文案策划/运营</td>\n",
       "      <td>4-9K</td>\n",
       "      <td>[1-3年, 高中]</td>\n",
       "      <td>高中</td>\n",
       "      <td>[社群运营经验, 房地产/建筑, 视频号运营, 公众号/朋友圈运营, 文案编辑, 抖音运营,...</td>\n",
       "      <td>潮阳区</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>呈皇大师建设</td>\n",
       "      <td>建筑设计</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>普洱茶店茶艺师店员</td>\n",
       "      <td>3-4K</td>\n",
       "      <td>[1-3年, 中专/中技]</td>\n",
       "      <td>中专/中技</td>\n",
       "      <td>[茶艺师, 底薪加提成, 意外险, 保底工资, 全职]</td>\n",
       "      <td>龙湖区</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>今大福普洱茶</td>\n",
       "      <td>食品/饮料/烟酒</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>钻石采购员</td>\n",
       "      <td>3-4K</td>\n",
       "      <td>[经验不限, 大专]</td>\n",
       "      <td>大专</td>\n",
       "      <td>[供应商管理, 钻石采购]</td>\n",
       "      <td>龙湖区</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>潮宏基</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>兼职市场推广</td>\n",
       "      <td>3-7K</td>\n",
       "      <td>[1-3年, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[销售岗, 客户开发, 付费用户增长, 生活服务/O2O, 文娱/游戏, 用户增长相关经验,...</td>\n",
       "      <td>金平区</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>乐程电子科技有限公司</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>CAD设计/制图</td>\n",
       "      <td>4-9K</td>\n",
       "      <td>[3-5年, 中专/中技]</td>\n",
       "      <td>中专/中技</td>\n",
       "      <td>[三维家, CAD, 酷家乐, 设计师, 装饰装修, 全屋定制设计]</td>\n",
       "      <td></td>\n",
       "      <td>0-20人</td>\n",
       "      <td>众合意全屋订制</td>\n",
       "      <td>装修装饰</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>注塑装配主管</td>\n",
       "      <td>6-7K·13薪</td>\n",
       "      <td>[1-3年, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[包装/印刷]</td>\n",
       "      <td>潮阳区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>RONG SHINE 容光塑业</td>\n",
       "      <td>印刷/包装/造纸</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>麦当劳餐厅招聘服务员</td>\n",
       "      <td>2-4K</td>\n",
       "      <td>[经验不限, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[西餐厅, 餐前服务, 晋升空间大, 法定节假日三薪, 全职, 五险一金, 夜班补助, 免费...</td>\n",
       "      <td>潮阳区</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>麦当劳餐厅</td>\n",
       "      <td>餐饮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>平面设计师</td>\n",
       "      <td>100-200元/周</td>\n",
       "      <td>[经验不限, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[VI设计, PhotoShop, 视觉设计, 画册设计]</td>\n",
       "      <td>金平区</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>蝴蝶堂文化传媒</td>\n",
       "      <td>广告营销</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>包装工</td>\n",
       "      <td>4-7K</td>\n",
       "      <td>[经验不限, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[包吃, 全勤奖, 带薪年假]</td>\n",
       "      <td></td>\n",
       "      <td>20-99人</td>\n",
       "      <td>富美多</td>\n",
       "      <td>食品/饮料/烟酒</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>930 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       jobName  salaryDesc      jobLabels jobDegree  \\\n",
       "0         餐饮迎宾    3-4K·13薪   [经验不限, 学历不限]      学历不限   \n",
       "1      文案策划/运营        4-9K     [1-3年, 高中]        高中   \n",
       "2    普洱茶店茶艺师店员        3-4K  [1-3年, 中专/中技]     中专/中技   \n",
       "3        钻石采购员        3-4K     [经验不限, 大专]        大专   \n",
       "4       兼职市场推广        3-7K   [1-3年, 学历不限]      学历不限   \n",
       "..         ...         ...            ...       ...   \n",
       "25    CAD设计/制图        4-9K  [3-5年, 中专/中技]     中专/中技   \n",
       "26      注塑装配主管    6-7K·13薪   [1-3年, 学历不限]      学历不限   \n",
       "27  麦当劳餐厅招聘服务员        2-4K   [经验不限, 学历不限]      学历不限   \n",
       "28       平面设计师  100-200元/周     [经验不限, 本科]        本科   \n",
       "29         包装工        4-7K   [经验不限, 学历不限]      学历不限   \n",
       "\n",
       "                                               skills areaDistrict  \\\n",
       "0                          [全勤奖, 普通话标准, 礼仪/迎宾, 正常工作制]          澄海区   \n",
       "1   [社群运营经验, 房地产/建筑, 视频号运营, 公众号/朋友圈运营, 文案编辑, 抖音运营,...          潮阳区   \n",
       "2                         [茶艺师, 底薪加提成, 意外险, 保底工资, 全职]          龙湖区   \n",
       "3                                       [供应商管理, 钻石采购]          龙湖区   \n",
       "4   [销售岗, 客户开发, 付费用户增长, 生活服务/O2O, 文娱/游戏, 用户增长相关经验,...          金平区   \n",
       "..                                                ...          ...   \n",
       "25                 [三维家, CAD, 酷家乐, 设计师, 装饰装修, 全屋定制设计]                \n",
       "26                                            [包装/印刷]          潮阳区   \n",
       "27  [西餐厅, 餐前服务, 晋升空间大, 法定节假日三薪, 全职, 五险一金, 夜班补助, 免费...          潮阳区   \n",
       "28                      [VI设计, PhotoShop, 视觉设计, 画册设计]          金平区   \n",
       "29                                    [包吃, 全勤奖, 带薪年假]                \n",
       "\n",
       "   brandScaleName        brandName brandIndustry  \n",
       "0        100-499人            不夜城餐饮            餐饮  \n",
       "1          20-99人           呈皇大师建设          建筑设计  \n",
       "2           0-20人           今大福普洱茶      食品/饮料/烟酒  \n",
       "3           0-20人              潮宏基          其他行业  \n",
       "4           0-20人       乐程电子科技有限公司          其他行业  \n",
       "..            ...              ...           ...  \n",
       "25          0-20人          众合意全屋订制          装修装饰  \n",
       "26       100-499人  RONG SHINE 容光塑业      印刷/包装/造纸  \n",
       "27         20-99人            麦当劳餐厅            餐饮  \n",
       "28          0-20人          蝴蝶堂文化传媒          广告营销  \n",
       "29         20-99人              富美多      食品/饮料/烟酒  \n",
       "\n",
       "[930 rows x 9 columns]"
      ]
     },
     "execution_count": 274,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key = df[['jobName','salaryDesc','jobLabels','jobDegree','skills','areaDistrict','brandScaleName','brandName','brandIndustry']]\n",
    "df_key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "id": "88b9b95e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "餐饮迎宾                31\n",
       "文案策划/运营             31\n",
       "平面设计师               31\n",
       "麦当劳餐厅招聘服务员          31\n",
       "注塑装配主管              31\n",
       "CAD设计/制图            31\n",
       "文案策划                31\n",
       "人力行政专员              31\n",
       "储备干部                31\n",
       "编程猫少儿编程老师           31\n",
       "软件测试工程师             31\n",
       "总经理助理               31\n",
       "活动布置、广告安装           31\n",
       "包装主管                31\n",
       "毛衫打样员，打版员           31\n",
       "资深平面设计师             31\n",
       "门店店长（峡山）            31\n",
       "医生                  31\n",
       "汕头市贴身服饰招聘质量管理/测试    31\n",
       "新禾招聘餐饮学徒            31\n",
       "鼎胜餐饮投资招聘面点师         31\n",
       "工业设计                31\n",
       "3D渲染设计师             31\n",
       "活动策划专员              31\n",
       "电话客服                31\n",
       "吉他助教                31\n",
       "兼职市场推广              31\n",
       "钻石采购员               31\n",
       "普洱茶店茶艺师店员           31\n",
       "包装工                 31\n",
       "Name: jobName, dtype: int64"
      ]
     },
     "execution_count": 275,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['jobName'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "35f3b32f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "2bc4853a",
   "metadata": {},
   "source": [
    "## 地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "id": "47542a38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "id": "1203ce14",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "龙湖区    434\n",
       "潮阳区    155\n",
       "澄海区    124\n",
       "       124\n",
       "金平区     62\n",
       "潮南区     31\n",
       "Name: areaDistrict, dtype: int64"
      ]
     },
     "execution_count": 276,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key_dq = df_key['areaDistrict'].value_counts()\n",
    "df_key_dq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8dd01dc0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "id": "499a9ad3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "龙湖区    434\n",
       "潮阳区    155\n",
       "澄海区    124\n",
       "金平区     62\n",
       "潮南区     31\n",
       "Name: areaDistrict, dtype: int64"
      ]
     },
     "execution_count": 277,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 若df_key_dq含有空格\n",
    "del df_key_dq['']\n",
    "df_key_dq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "id": "219862c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "龙湖区    434\n",
       "潮阳区    155\n",
       "澄海区    124\n",
       "金平区     62\n",
       "潮南区     31\n",
       "Name: areaDistrict, dtype: int64"
      ]
     },
     "execution_count": 278,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key_dq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "id": "71a03982",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['龙湖区', '潮阳区', '澄海区', '金平区', '潮南区']"
      ]
     },
     "execution_count": 279,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_地区分布 = df_key_dq.index.tolist()\n",
    "df_地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "1129cae7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "id": "27a62bd7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[434, 155, 124, 62, 31]"
      ]
     },
     "execution_count": 280,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_岗位个数 = df_key_dq.values.tolist()\n",
    "df_岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "78f4e591",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "id": "219d9257",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', '汕头':'https://assets.pyecharts.org/assets/v5/maps/guang3_dong1_shan4_tou2'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"d2c0e23bf9d24ffab1e8ce76e294edff\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', '汕头'], function(echarts) {\n",
       "                var chart_d2c0e23bf9d24ffab1e8ce76e294edff = echarts.init(\n",
       "                    document.getElementById('d2c0e23bf9d24ffab1e8ce76e294edff'), 'white', {renderer: 'canvas'});\n",
       "                var option_d2c0e23bf9d24ffab1e8ce76e294edff = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"name\": \"\\u6c55\\u5934\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"map\": \"\\u6c55\\u5934\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u9f99\\u6e56\\u533a\",\n",
       "                    \"value\": 434\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6f6e\\u9633\\u533a\",\n",
       "                    \"value\": 155\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6f84\\u6d77\\u533a\",\n",
       "                    \"value\": 124\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u91d1\\u5e73\\u533a\",\n",
       "                    \"value\": 62\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6f6e\\u5357\\u533a\",\n",
       "                    \"value\": 31\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"aspectScale\": 0.75,\n",
       "            \"nameProperty\": \"name\",\n",
       "            \"selectedMode\": false,\n",
       "            \"zoom\": 1,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"mapValueCalculation\": \"sum\",\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u6c55\\u5934\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Map-\\u6c55\\u5934\\u5730\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"continuous\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"hoverLink\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"padding\": 5,\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 140,\n",
       "        \"borderWidth\": 0\n",
       "    }\n",
       "};\n",
       "                chart_d2c0e23bf9d24ffab1e8ce76e294edff.setOption(option_d2c0e23bf9d24ffab1e8ce76e294edff);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x17f64542a60>"
      ]
     },
     "execution_count": 281,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 可视化：以可视化工具数据形态符合的数据进行输入\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(用户输入地区, [list(z) for z in zip(df_地区分布,df_岗位个数)],用户输入地区)\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title='Map-'+用户输入地区+'地图'), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "    \n",
    ")\n",
    "c.render_notebook()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1946a929",
   "metadata": {},
   "source": [
    "## 职位描述 / 职能需求 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "id": "37f1c3bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展']),\n",
       "       list(['企业战略咨询', '产业咨询', '技术咨询', '新能源']),\n",
       "       list(['空中瑜伽', '多流派的教学经验', '团课', '线下教育', '不坐班', '兼职', '瑜伽相关工作经验', '瑜伽培训相关证书', '哈他瑜伽']),\n",
       "       list(['Python']),\n",
       "       list(['航空', '国外机票', '机票', '旅游票务', '机票票务', '旅行社', '黑屏', '国内机票']),\n",
       "       list(['网络建设/系统集成经验', '网络运维经验', '网络安全相关经验', 'HCNA/HCNP', 'CCIE', 'HCIE', '运维经理', '技术经理', '售后经理']),\n",
       "       list(['Java开发经验', 'Java', 'JavaScript', '后端工程师']),\n",
       "       list(['性能测试', '功能测试', 'Python', 'Shell', 'JMeter', '接口测试']),\n",
       "       list(['校对质检']), list(['营销策划及执行', '广告销售', '客户开发']),\n",
       "       list(['企业（To B）', '广告', '电话销售经验', '晋升空间大', '紧邻地铁站', '福利多 氛围好']),\n",
       "       list(['检验主管技师', '初级检验技师', '初级检验技士']),\n",
       "       list(['AI产品', 'B端产品', '商业产品']),\n",
       "       list(['家政派单平台', '月子中心', '孕妇及婴儿', '包吃住']),\n",
       "       list(['嵌入式技术', 'C++', 'C语言', '嵌入式硬件开发', '电子元器件工程师', 'Linux', '性能测试']),\n",
       "       list(['公司内部职位', '线下广告/会展'])], dtype=object)"
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['skills'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "b1a03694",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['电商主播',\n",
       " '开发客户',\n",
       " '代理订舱',\n",
       " '海运',\n",
       " '有船东资源',\n",
       " '有销售经验',\n",
       " '有客户资源',\n",
       " '单片机开发',\n",
       " '半导体',\n",
       " '芯片设计',\n",
       " '月结工资',\n",
       " '公司免费缴纳商保',\n",
       " '全市就近分配',\n",
       " '计件计提多劳多得',\n",
       " '各项福利优厚',\n",
       " '成品/样品',\n",
       " '英语可作为工作语言',\n",
       " '熟悉法律法规知识',\n",
       " '国外采购',\n",
       " '家居用品',\n",
       " '多线程',\n",
       " '软件设计',\n",
       " '电子元器件工程师',\n",
       " '万用表',\n",
       " '信号发生器',\n",
       " '示波器',\n",
       " '烙铁',\n",
       " '技术支持',\n",
       " '助理工程',\n",
       " '智能硬件产品',\n",
       " 'Vue',\n",
       " 'JavaScript',\n",
       " 'CSS',\n",
       " '计算机/软件工程相关专业',\n",
       " '物流客服',\n",
       " '进出口物流工作经验',\n",
       " '海外仓',\n",
       " 'HTML',\n",
       " 'CSS',\n",
       " 'CSS3',\n",
       " 'C++',\n",
       " 'CARLA',\n",
       " 'SUMO',\n",
       " 'PreScan',\n",
       " '英语能力好',\n",
       " '电商行业经验',\n",
       " '进出口物流工作经验',\n",
       " '商户合作',\n",
       " '互联网/科技',\n",
       " 'O2O/生活服务',\n",
       " '拜访',\n",
       " '电话',\n",
       " '销售经验',\n",
       " 'O2O/生活服务行业商户拓展经验',\n",
       " '商务谈判能力',\n",
       " '体外诊断试剂',\n",
       " 'CE',\n",
       " 'ISO13485',\n",
       " 'ISO9001',\n",
       " '电商主播',\n",
       " '开发客户',\n",
       " '代理订舱',\n",
       " '海运',\n",
       " '有船东资源',\n",
       " '有销售经验',\n",
       " '有客户资源',\n",
       " '单片机开发',\n",
       " '半导体',\n",
       " '芯片设计',\n",
       " '月结工资',\n",
       " '公司免费缴纳商保',\n",
       " '全市就近分配',\n",
       " '计件计提多劳多得',\n",
       " '各项福利优厚',\n",
       " '成品/样品',\n",
       " '英语可作为工作语言',\n",
       " '熟悉法律法规知识',\n",
       " '国外采购',\n",
       " '家居用品',\n",
       " '多线程',\n",
       " '软件设计',\n",
       " '电子元器件工程师',\n",
       " '万用表',\n",
       " '信号发生器',\n",
       " '示波器',\n",
       " '烙铁',\n",
       " '技术支持',\n",
       " '助理工程',\n",
       " '智能硬件产品',\n",
       " 'Vue',\n",
       " 'JavaScript',\n",
       " 'CSS',\n",
       " '计算机/软件工程相关专业',\n",
       " '物流客服',\n",
       " '进出口物流工作经验',\n",
       " '海外仓',\n",
       " 'HTML',\n",
       " 'CSS',\n",
       " 'CSS3',\n",
       " 'C++',\n",
       " 'CARLA',\n",
       " 'SUMO',\n",
       " 'PreScan',\n",
       " '英语能力好',\n",
       " '电商行业经验',\n",
       " '进出口物流工作经验',\n",
       " '商户合作',\n",
       " '互联网/科技',\n",
       " 'O2O/生活服务',\n",
       " '拜访',\n",
       " '电话',\n",
       " '销售经验',\n",
       " 'O2O/生活服务行业商户拓展经验',\n",
       " '商务谈判能力',\n",
       " '体外诊断试剂',\n",
       " 'CE',\n",
       " 'ISO13485',\n",
       " 'ISO9001',\n",
       " '电商主播',\n",
       " '开发客户',\n",
       " '代理订舱',\n",
       " '海运',\n",
       " '有船东资源',\n",
       " '有销售经验',\n",
       " '有客户资源',\n",
       " '单片机开发',\n",
       " '半导体',\n",
       " '芯片设计',\n",
       " '月结工资',\n",
       " '公司免费缴纳商保',\n",
       " '全市就近分配',\n",
       " '计件计提多劳多得',\n",
       " '各项福利优厚',\n",
       " '成品/样品',\n",
       " '英语可作为工作语言',\n",
       " '熟悉法律法规知识',\n",
       " '国外采购',\n",
       " '家居用品',\n",
       " '多线程',\n",
       " '软件设计',\n",
       " '电子元器件工程师',\n",
       " '万用表',\n",
       " '信号发生器',\n",
       " '示波器',\n",
       " '烙铁',\n",
       " '技术支持',\n",
       " '助理工程',\n",
       " '智能硬件产品',\n",
       " 'Vue',\n",
       " 'JavaScript',\n",
       " 'CSS',\n",
       " '计算机/软件工程相关专业',\n",
       " '物流客服',\n",
       " '进出口物流工作经验',\n",
       " '海外仓',\n",
       " 'HTML',\n",
       " 'CSS',\n",
       " 'CSS3',\n",
       " 'C++',\n",
       " 'CARLA',\n",
       " 'SUMO',\n",
       " 'PreScan',\n",
       " '英语能力好',\n",
       " '电商行业经验',\n",
       " '进出口物流工作经验',\n",
       " '商户合作',\n",
       " '互联网/科技',\n",
       " 'O2O/生活服务',\n",
       " '拜访',\n",
       " '电话',\n",
       " '销售经验',\n",
       " 'O2O/生活服务行业商户拓展经验',\n",
       " '商务谈判能力',\n",
       " '体外诊断试剂',\n",
       " 'CE',\n",
       " 'ISO13485',\n",
       " 'ISO9001',\n",
       " '电商主播',\n",
       " '开发客户',\n",
       " '代理订舱',\n",
       " '海运',\n",
       " '有船东资源',\n",
       " '有销售经验',\n",
       " '有客户资源',\n",
       " '单片机开发',\n",
       " '半导体',\n",
       " '芯片设计',\n",
       " '月结工资',\n",
       " '公司免费缴纳商保',\n",
       " '全市就近分配',\n",
       " '计件计提多劳多得',\n",
       " '各项福利优厚',\n",
       " '成品/样品',\n",
       " '英语可作为工作语言',\n",
       " '熟悉法律法规知识',\n",
       " '国外采购',\n",
       " '家居用品',\n",
       " '多线程',\n",
       " '软件设计',\n",
       " '电子元器件工程师',\n",
       " '万用表',\n",
       " '信号发生器',\n",
       " '示波器',\n",
       " '烙铁',\n",
       " '技术支持',\n",
       " '助理工程',\n",
       " '智能硬件产品',\n",
       " 'Vue',\n",
       " 'JavaScript',\n",
       " 'CSS',\n",
       " '计算机/软件工程相关专业',\n",
       " '物流客服',\n",
       " '进出口物流工作经验',\n",
       " '海外仓',\n",
       " 'HTML',\n",
       " 'CSS',\n",
       " 'CSS3',\n",
       " 'C++',\n",
       " 'CARLA',\n",
       " 'SUMO',\n",
       " 'PreScan',\n",
       " '英语能力好',\n",
       " '电商行业经验',\n",
       " '进出口物流工作经验',\n",
       " '商户合作',\n",
       " '互联网/科技',\n",
       " 'O2O/生活服务',\n",
       " '拜访',\n",
       " '电话',\n",
       " '销售经验',\n",
       " 'O2O/生活服务行业商户拓展经验',\n",
       " '商务谈判能力',\n",
       " '体外诊断试剂',\n",
       " 'CE',\n",
       " 'ISO13485',\n",
       " 'ISO9001',\n",
       " '电商主播',\n",
       " '开发客户',\n",
       " '代理订舱',\n",
       " '海运',\n",
       " '有船东资源',\n",
       " '有销售经验',\n",
       " '有客户资源',\n",
       " '单片机开发',\n",
       " '半导体',\n",
       " '芯片设计',\n",
       " '月结工资',\n",
       " '公司免费缴纳商保',\n",
       " '全市就近分配',\n",
       " '计件计提多劳多得',\n",
       " '各项福利优厚',\n",
       " '成品/样品',\n",
       " '英语可作为工作语言',\n",
       " '熟悉法律法规知识',\n",
       " '国外采购',\n",
       " '家居用品',\n",
       " '多线程',\n",
       " '软件设计',\n",
       " '电子元器件工程师',\n",
       " '万用表',\n",
       " '信号发生器',\n",
       " '示波器',\n",
       " '烙铁',\n",
       " '技术支持',\n",
       " '助理工程',\n",
       " '智能硬件产品',\n",
       " 'Vue',\n",
       " 'JavaScript',\n",
       " 'CSS',\n",
       " '计算机/软件工程相关专业',\n",
       " '物流客服',\n",
       " '进出口物流工作经验',\n",
       " '海外仓',\n",
       " 'HTML',\n",
       " 'CSS',\n",
       " 'CSS3',\n",
       " 'C++',\n",
       " 'CARLA',\n",
       " 'SUMO',\n",
       " 'PreScan',\n",
       " '英语能力好',\n",
       " '电商行业经验',\n",
       " '进出口物流工作经验',\n",
       " '商户合作',\n",
       " '互联网/科技',\n",
       " 'O2O/生活服务',\n",
       " '拜访',\n",
       " '电话',\n",
       " '销售经验',\n",
       " 'O2O/生活服务行业商户拓展经验',\n",
       " '商务谈判能力',\n",
       " '体外诊断试剂',\n",
       " 'CE',\n",
       " 'ISO13485',\n",
       " 'ISO9001',\n",
       " '电商主播',\n",
       " '开发客户',\n",
       " '代理订舱',\n",
       " '海运',\n",
       " '有船东资源',\n",
       " '有销售经验',\n",
       " '有客户资源',\n",
       " '单片机开发',\n",
       " '半导体',\n",
       " '芯片设计',\n",
       " '月结工资',\n",
       " '公司免费缴纳商保',\n",
       " '全市就近分配',\n",
       " '计件计提多劳多得',\n",
       " '各项福利优厚',\n",
       " '成品/样品',\n",
       " '英语可作为工作语言',\n",
       " '熟悉法律法规知识',\n",
       " '国外采购',\n",
       " '家居用品',\n",
       " '多线程',\n",
       " '软件设计',\n",
       " '电子元器件工程师',\n",
       " '万用表',\n",
       " '信号发生器',\n",
       " '示波器',\n",
       " '烙铁',\n",
       " '技术支持',\n",
       " '助理工程',\n",
       " '智能硬件产品',\n",
       " 'Vue',\n",
       " 'JavaScript',\n",
       " 'CSS',\n",
       " '计算机/软件工程相关专业',\n",
       " '物流客服',\n",
       " '进出口物流工作经验',\n",
       " '海外仓',\n",
       " 'HTML',\n",
       " 'CSS',\n",
       " 'CSS3',\n",
       " 'C++',\n",
       " 'CARLA',\n",
       " 'SUMO',\n",
       " 'PreScan',\n",
       " '英语能力好',\n",
       " '电商行业经验',\n",
       " '进出口物流工作经验',\n",
       " '商户合作',\n",
       " '互联网/科技',\n",
       " 'O2O/生活服务',\n",
       " '拜访',\n",
       " '电话',\n",
       " '销售经验',\n",
       " 'O2O/生活服务行业商户拓展经验',\n",
       " '商务谈判能力',\n",
       " '体外诊断试剂',\n",
       " 'CE',\n",
       " 'ISO13485',\n",
       " 'ISO9001',\n",
       " '电商主播',\n",
       " '开发客户',\n",
       " '代理订舱',\n",
       " '海运',\n",
       " '有船东资源',\n",
       " '有销售经验',\n",
       " '有客户资源',\n",
       " '单片机开发',\n",
       " '半导体',\n",
       " '芯片设计',\n",
       " '月结工资',\n",
       " '公司免费缴纳商保',\n",
       " '全市就近分配',\n",
       " '计件计提多劳多得',\n",
       " '各项福利优厚',\n",
       " '成品/样品',\n",
       " '英语可作为工作语言',\n",
       " '熟悉法律法规知识',\n",
       " '国外采购',\n",
       " '家居用品',\n",
       " '多线程',\n",
       " '软件设计',\n",
       " '电子元器件工程师',\n",
       " '万用表',\n",
       " '信号发生器',\n",
       " '示波器',\n",
       " '烙铁',\n",
       " '技术支持',\n",
       " '助理工程',\n",
       " '智能硬件产品',\n",
       " 'Vue',\n",
       " 'JavaScript',\n",
       " 'CSS',\n",
       " '计算机/软件工程相关专业',\n",
       " '物流客服',\n",
       " '进出口物流工作经验',\n",
       " '海外仓',\n",
       " 'HTML',\n",
       " 'CSS',\n",
       " 'CSS3',\n",
       " 'C++',\n",
       " 'CARLA',\n",
       " 'SUMO',\n",
       " 'PreScan',\n",
       " '英语能力好',\n",
       " '电商行业经验',\n",
       " '进出口物流工作经验',\n",
       " '商户合作',\n",
       " '互联网/科技',\n",
       " 'O2O/生活服务',\n",
       " '拜访',\n",
       " '电话',\n",
       " '销售经验',\n",
       " 'O2O/生活服务行业商户拓展经验',\n",
       " '商务谈判能力',\n",
       " '体外诊断试剂',\n",
       " 'CE',\n",
       " 'ISO13485',\n",
       " 'ISO9001',\n",
       " '电商主播',\n",
       " '开发客户',\n",
       " '代理订舱',\n",
       " '海运',\n",
       " '有船东资源',\n",
       " '有销售经验',\n",
       " '有客户资源',\n",
       " '单片机开发',\n",
       " '半导体',\n",
       " '芯片设计',\n",
       " '月结工资',\n",
       " '公司免费缴纳商保',\n",
       " '全市就近分配',\n",
       " '计件计提多劳多得',\n",
       " '各项福利优厚',\n",
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       " 'O2O/生活服务',\n",
       " '拜访',\n",
       " '电话',\n",
       " '销售经验',\n",
       " 'O2O/生活服务行业商户拓展经验',\n",
       " '商务谈判能力',\n",
       " '体外诊断试剂',\n",
       " ...]"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job_labels = [j   for i in df_key['skills'].tolist() for j in i]\n",
    "job_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "id": "785bf14a",
   "metadata": {},
   "outputs": [
    {
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      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job_labels.count('产品经理')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "e2d80926",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " ('rpgmaker', 31),\n",
       " ('OA', 31),\n",
       " ('产品运营', 62),\n",
       " ('SaaS', 31),\n",
       " ('TO B', 31),\n",
       " ('海外赛道', 31),\n",
       " ('初级产品经理', 62),\n",
       " ('客户端产品', 62),\n",
       " ('数据分析', 124),\n",
       " ('产品规划', 124),\n",
       " ('移动产品/APP', 31),\n",
       " ('需求说明书', 31),\n",
       " ('儿童', 31),\n",
       " ('儿童玩具', 31),\n",
       " ('商业产品', 31),\n",
       " ('策略产品', 31),\n",
       " ('HR', 31),\n",
       " ('电商产品', 31),\n",
       " ('Axure', 93),\n",
       " ('功效化妆品', 31),\n",
       " ('物流产品经理', 31),\n",
       " ('市场调研', 186),\n",
       " ('不限', 62),\n",
       " ('iot产品开发', 31),\n",
       " ('Visio', 31),\n",
       " ('移动互联网', 31),\n",
       " ('后台产品', 31),\n",
       " ('泛娱乐', 31),\n",
       " ('B端产品', 310),\n",
       " ('C端产品', 186),\n",
       " ('功能产品', 93),\n",
       " ('数据产品', 155),\n",
       " ('仓储产品经理', 31),\n",
       " ('中台/后台产品', 93),\n",
       " ('产品设计', 310),\n",
       " ('玩具', 31),\n",
       " ('B端产品经理', 31),\n",
       " ('Unreal', 31),\n",
       " ('项目管理', 31),\n",
       " ('社交产品', 31),\n",
       " ('unity', 31),\n",
       " ('移动端产品', 93),\n",
       " ('直播k歌APP', 31),\n",
       " ('医美', 31),\n",
       " ('化妆品', 31),\n",
       " ('AI产品', 31),\n",
       " ('高级产品经理', 31),\n",
       " ('小程序/H5产品', 62),\n",
       " ('电商产品经理', 31),\n",
       " ('产品经理', 31),\n",
       " ('数据工具平台', 31),\n",
       " ('需求分析', 279),\n",
       " ('TO C', 31)]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job_labels_words=[ (i,job_labels.count(i)) for i in set(job_labels)]\n",
    "job_labels_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "0a3d9ea4",
   "metadata": {},
   "outputs": [
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       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_22d6bb0d690a415e989d5cdbda6b3f50.setOption(option_22d6bb0d690a415e989d5cdbda6b3f50);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1652b31b670>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", job_labels_words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"词云图\"))\n",
    "#     .render(\"label.html\")\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "244b0aaf",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "680787be",
   "metadata": {},
   "source": [
    "## 职位分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "213ec937",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                咨询经理\n",
       "1              兼职团课老师\n",
       "2               数据架构师\n",
       "3                机票票务\n",
       "4                运维经理\n",
       "           ...       \n",
       "10               检验技师\n",
       "11             高级产品经理\n",
       "12    月嫂，育儿嫂，产后修复师，护工\n",
       "13           嵌入式硬件工程师\n",
       "14      展厅展陈/展览展示项目经理\n",
       "Name: jobName, Length: 465, dtype: object"
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['jobName']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "id": "2e16d750",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "Name: jobName, dtype: object"
      ]
     },
     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['jobName'][   df_key['jobName'].str.contains('（')   ].str.split('（').apply(lambda x:x[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "e51fc5bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "咨询经理               31\n",
       "兼职团课老师             31\n",
       "数据架构师              31\n",
       "机票票务               31\n",
       "运维经理               31\n",
       "Java开发【学信网可查本科】    31\n",
       "测试工程师              31\n",
       "文本校对               31\n",
       "市场销售经理             31\n",
       "无通时通次KPI考核的高薪电销    31\n",
       "检验技师               31\n",
       "高级产品经理             31\n",
       "月嫂，育儿嫂，产后修复师，护工    31\n",
       "嵌入式硬件工程师           31\n",
       "展厅展陈               31\n",
       "Name: jobName, dtype: int64"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title = df_key['jobName'].apply(lambda x:x.split('（')[0].split('/')[0].split('(')[0]).value_counts()\n",
    "df_job_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "5bcbb5b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['咨询经理',\n",
       " '兼职团课老师',\n",
       " '数据架构师',\n",
       " '机票票务',\n",
       " '运维经理',\n",
       " 'Java开发【学信网可查本科】',\n",
       " '测试工程师',\n",
       " '文本校对',\n",
       " '市场销售经理',\n",
       " '无通时通次KPI考核的高薪电销',\n",
       " '检验技师',\n",
       " '高级产品经理',\n",
       " '月嫂，育儿嫂，产后修复师，护工',\n",
       " '嵌入式硬件工程师',\n",
       " '展厅展陈']"
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title.index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "id": "0e14a03f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15"
      ]
     },
     "execution_count": 177,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_job_title.index.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "93d96fc7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31]"
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title.values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "id": "4d86aa50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "咨询经理               31\n",
       "兼职团课老师             31\n",
       "数据架构师              31\n",
       "机票票务               31\n",
       "运维经理               31\n",
       "Java开发【学信网可查本科】    31\n",
       "测试工程师（互部）          31\n",
       "文本校对               31\n",
       "市场销售经理(I8067)      31\n",
       "无通时通次KPI考核的高薪电销    31\n",
       "检验技师               31\n",
       "高级产品经理             31\n",
       "月嫂，育儿嫂，产后修复师，护工    31\n",
       "嵌入式硬件工程师           31\n",
       "展厅展陈/展览展示项目经理      31\n",
       "Name: jobName, dtype: int64"
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['jobName'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "46604071",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('兼职团课老师', 31),\n",
       " ('数据架构师', 31),\n",
       " ('机票票务', 31),\n",
       " ('运维经理', 31),\n",
       " ('Java开发【学信网可查本科】', 31),\n",
       " ('测试工程师', 31),\n",
       " ('文本校对', 31),\n",
       " ('市场销售经理', 31),\n",
       " ('无通时通次KPI考核的高薪电销', 31),\n",
       " ('检验技师', 31),\n",
       " ('高级产品经理', 31),\n",
       " ('月嫂，育儿嫂，产后修复师，护工', 31),\n",
       " ('嵌入式硬件工程师', 31),\n",
       " ('展厅展陈', 31)]"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PM_title_words = [(  df_job_title.index.tolist()[i]   ,   df_job_title.values.tolist()[i]  )    for i in range(1,len(df_job_title.index.tolist())) ]\n",
    "PM_title_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "489ae3ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', 'echarts-wordcloud':'https://assets.pyecharts.org/assets/v5/echarts-wordcloud.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"ad556ff159124cddbeff726884f5ea11\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', 'echarts-wordcloud'], function(echarts) {\n",
       "                var chart_ad556ff159124cddbeff726884f5ea11 = echarts.init(\n",
       "                    document.getElementById('ad556ff159124cddbeff726884f5ea11'), 'white', {renderer: 'canvas'});\n",
       "                var option_ad556ff159124cddbeff726884f5ea11 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"wordCloud\",\n",
       "            \"shape\": \"diamond\",\n",
       "            \"rotationRange\": [\n",
       "                0,\n",
       "                0\n",
       "            ],\n",
       "            \"rotationStep\": 45,\n",
       "            \"girdSize\": 20,\n",
       "            \"sizeRange\": [\n",
       "                10,\n",
       "                50\n",
       "            ],\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u517c\\u804c\\u56e2\\u8bfe\\u8001\\u5e08\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(3,58,34)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6570\\u636e\\u67b6\\u6784\\u5e08\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(26,7,16)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u673a\\u7968\\u7968\\u52a1\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(137,100,17)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8fd0\\u7ef4\\u7ecf\\u7406\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(39,126,32)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Java\\u5f00\\u53d1\\u3010\\u5b66\\u4fe1\\u7f51\\u53ef\\u67e5\\u672c\\u79d1\\u3011\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(74,42,119)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d4b\\u8bd5\\u5de5\\u7a0b\\u5e08\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(47,23,137)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6587\\u672c\\u6821\\u5bf9\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(38,58,90)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u9500\\u552e\\u7ecf\\u7406\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(45,44,97)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65e0\\u901a\\u65f6\\u901a\\u6b21KPI\\u8003\\u6838\\u7684\\u9ad8\\u85aa\\u7535\\u9500\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(77,116,17)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u68c0\\u9a8c\\u6280\\u5e08\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(126,22,95)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u7ea7\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(142,83,24)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6708\\u5ac2\\uff0c\\u80b2\\u513f\\u5ac2\\uff0c\\u4ea7\\u540e\\u4fee\\u590d\\u5e08\\uff0c\\u62a4\\u5de5\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(47,144,17)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5d4c\\u5165\\u5f0f\\u786c\\u4ef6\\u5de5\\u7a0b\\u5e08\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(135,27,9)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5c55\\u5385\\u5c55\\u9648\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(35,1,40)\"\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"drawOutOfBound\": false,\n",
       "            \"textStyle\": {\n",
       "                \"emphasis\": {}\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u8bcd\\u4e91\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_ad556ff159124cddbeff726884f5ea11.setOption(option_ad556ff159124cddbeff726884f5ea11);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x17f65962fd0>"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", PM_title_words, word_size_range=[10,50], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"词云图\"))\n",
    "#     .render( key +\"_wordcloud_map_岗位名称_\"+ output_time+\".html\")\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bff205cc",
   "metadata": {},
   "source": [
    "## 学历要求"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "2c36d1b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "本科      217\n",
       "学历不限    124\n",
       "大专      124\n",
       "Name: jobDegree, dtype: int64"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['jobDegree'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "70394d1c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['本科', '学历不限', '大专']"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['jobDegree'].value_counts().index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "591456d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[217, 124, 124]"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['jobDegree'].value_counts().values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "00ad5dad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"33dc191d802c4b9ab0e7f0a58217ea5c\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_33dc191d802c4b9ab0e7f0a58217ea5c = echarts.init(\n",
       "                    document.getElementById('33dc191d802c4b9ab0e7f0a58217ea5c'), 'white', {renderer: 'canvas'});\n",
       "                var option_33dc191d802c4b9ab0e7f0a58217ea5c = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"blue\",\n",
       "        \"green\",\n",
       "        \"yellow\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u672c\\u79d1\",\n",
       "                    \"value\": 217\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5b66\\u5386\\u4e0d\\u9650\",\n",
       "                    \"value\": 124\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u4e13\",\n",
       "                    \"value\": 124\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"0%\",\n",
       "                \"75%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{b}: {c}\"\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u672c\\u79d1\",\n",
       "                \"\\u5b66\\u5386\\u4e0d\\u9650\",\n",
       "                \"\\u5927\\u4e13\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u5b66\\u5386\\u8981\\u6c42\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_33dc191d802c4b9ab0e7f0a58217ea5c.setOption(option_33dc191d802c4b9ab0e7f0a58217ea5c);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x17f659628e0>"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Pie()\n",
    "    .add(\"\", [list(z) for z in zip(df_key['jobDegree'].value_counts().index.tolist(), df_key['jobDegree'].value_counts().values.tolist())])\n",
    "    .set_colors([\"blue\", \"green\",\"yellow\"])\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"学历要求\"))\n",
    "    .set_series_opts(label_opts=opts.LabelOpts(formatter=\"{b}: {c}\"))\n",
    "#     .render(\"pie_set_color.html\")\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5acad435",
   "metadata": {},
   "source": [
    "## 公司产业"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "42af8947",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0              媒体\n",
       "1           物流/仓储\n",
       "2     电子/半导体/集成电路\n",
       "3             互联网\n",
       "4            电子商务\n",
       "         ...     \n",
       "10            互联网\n",
       "11           智能硬件\n",
       "12           电子商务\n",
       "13          计算机软件\n",
       "14        医疗设备/器械\n",
       "Name: brandIndustry, Length: 465, dtype: object"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['brandIndustry']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "24555704",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "电子       62\n",
       "互联网      62\n",
       "电子商务     62\n",
       "仪器仪表     62\n",
       "媒体       31\n",
       "物流       31\n",
       "数据服务     31\n",
       "交通       31\n",
       "智能硬件     31\n",
       "计算机软件    31\n",
       "医疗设备     31\n",
       "Name: brandIndustry, dtype: int64"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_Industry = df_key['brandIndustry'].apply(lambda x:x.split('（')[0].split('/')[0].split('(')[0]).value_counts()\n",
    "df_Industry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "4eaa376d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['电子',\n",
       " '互联网',\n",
       " '电子商务',\n",
       " '仪器仪表',\n",
       " '媒体',\n",
       " '物流',\n",
       " '数据服务',\n",
       " '交通',\n",
       " '智能硬件',\n",
       " '计算机软件',\n",
       " '医疗设备']"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_Industry.index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "de1e6a93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_Industry.index.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "8024ee4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[62, 62, 62, 62, 31, 31, 31, 31, 31, 31, 31]"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_Industry.values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "55387778",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "电子/半导体/集成电路    62\n",
       "互联网            62\n",
       "电子商务           62\n",
       "仪器仪表/工业自动化     62\n",
       "媒体             31\n",
       "物流/仓储          31\n",
       "数据服务           31\n",
       "交通/运输          31\n",
       "智能硬件           31\n",
       "计算机软件          31\n",
       "医疗设备/器械        31\n",
       "Name: brandIndustry, dtype: int64"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['brandIndustry'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "86eefbb8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('互联网', 62),\n",
       " ('电子商务', 62),\n",
       " ('仪器仪表', 62),\n",
       " ('媒体', 31),\n",
       " ('物流', 31),\n",
       " ('数据服务', 31),\n",
       " ('交通', 31),\n",
       " ('智能硬件', 31),\n",
       " ('计算机软件', 31),\n",
       " ('医疗设备', 31)]"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PM_title_words = [(  df_Industry.index.tolist()[i]   ,   df_Industry.values.tolist()[i]  )    for i in range(1,len(df_Industry.index.tolist())) ]\n",
    "PM_title_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "d076943e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', 'echarts-wordcloud':'https://assets.pyecharts.org/assets/v5/echarts-wordcloud.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"4ae90ff12e5c4e9097400e48e2b515e9\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', 'echarts-wordcloud'], function(echarts) {\n",
       "                var chart_4ae90ff12e5c4e9097400e48e2b515e9 = echarts.init(\n",
       "                    document.getElementById('4ae90ff12e5c4e9097400e48e2b515e9'), 'white', {renderer: 'canvas'});\n",
       "                var option_4ae90ff12e5c4e9097400e48e2b515e9 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"wordCloud\",\n",
       "            \"shape\": \"diamond\",\n",
       "            \"rotationRange\": [\n",
       "                0,\n",
       "                0\n",
       "            ],\n",
       "            \"rotationStep\": 45,\n",
       "            \"girdSize\": 20,\n",
       "            \"sizeRange\": [\n",
       "                40,\n",
       "                100\n",
       "            ],\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u4e92\\u8054\\u7f51\",\n",
       "                    \"value\": 62,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(10,88,106)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7535\\u5b50\\u5546\\u52a1\",\n",
       "                    \"value\": 62,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(73,102,66)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4eea\\u5668\\u4eea\\u8868\",\n",
       "                    \"value\": 62,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(130,92,50)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5a92\\u4f53\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(153,101,75)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7269\\u6d41\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(27,47,44)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6570\\u636e\\u670d\\u52a1\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(33,107,84)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea4\\u901a\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(2,106,92)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u667a\\u80fd\\u786c\\u4ef6\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(43,121,97)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8ba1\\u7b97\\u673a\\u8f6f\\u4ef6\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(123,76,89)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u533b\\u7597\\u8bbe\\u5907\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(47,30,7)\"\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"drawOutOfBound\": false,\n",
       "            \"textStyle\": {\n",
       "                \"emphasis\": {}\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u516c\\u53f8\\u4ea7\\u4e1a\\u5206\\u5e03\\u8bcd\\u4e91\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_4ae90ff12e5c4e9097400e48e2b515e9.setOption(option_4ae90ff12e5c4e9097400e48e2b515e9);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x17f6439aa00>"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", PM_title_words, word_size_range=[40, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"公司产业分布词云图\"))\n",
    "\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a92ccbfb",
   "metadata": {},
   "source": [
    "## 薪资(平均薪资)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "1c5063c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20-40K        62\n",
       "15-20K·13薪    62\n",
       "10-15K·14薪    31\n",
       "6-9K          31\n",
       "7-10K         31\n",
       "15-30K·13薪    31\n",
       "6-7K          31\n",
       "2-4K          31\n",
       "6-8K          31\n",
       "5-8K          31\n",
       "5-10K         31\n",
       "12-15K·13薪    31\n",
       "14-25K·13薪    31\n",
       "Name: salaryDesc, dtype: int64"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['salaryDesc'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "24cd46b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jobName</th>\n",
       "      <th>salaryDesc</th>\n",
       "      <th>jobLabels</th>\n",
       "      <th>jobDegree</th>\n",
       "      <th>skills</th>\n",
       "      <th>areaDistrict</th>\n",
       "      <th>brandScaleName</th>\n",
       "      <th>brandName</th>\n",
       "      <th>brandIndustry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>珠宝主播</td>\n",
       "      <td>20-40K</td>\n",
       "      <td>[1-3年, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[电商主播]</td>\n",
       "      <td>罗湖区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>恒实科技</td>\n",
       "      <td>媒体</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>中海通招聘货运代理经理</td>\n",
       "      <td>10-15K·14薪</td>\n",
       "      <td>[3-5年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[开发客户, 代理订舱, 海运, 有船东资源, 有销售经验, 有客户资源]</td>\n",
       "      <td>南山区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>中海通</td>\n",
       "      <td>物流/仓储</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>FAE工程师</td>\n",
       "      <td>15-20K·13薪</td>\n",
       "      <td>[3-5年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[单片机开发, 半导体, 芯片设计]</td>\n",
       "      <td>宝安区</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>重庆平伟实业股份</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>朴朴超市分拣员/补货</td>\n",
       "      <td>6-9K</td>\n",
       "      <td>[经验不限, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[月结工资, 公司免费缴纳商保, 全市就近分配, 计件计提多劳多得, 各项福利优厚]</td>\n",
       "      <td></td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>朴朴</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>采购专员（双休+五险一金）</td>\n",
       "      <td>7-10K</td>\n",
       "      <td>[1-3年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[成品/样品, 英语可作为工作语言, 熟悉法律法规知识, 国外采购, 家居用品]</td>\n",
       "      <td>龙华区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>慕晨科技</td>\n",
       "      <td>电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>web前端</td>\n",
       "      <td>5-8K</td>\n",
       "      <td>[1-3年, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[HTML, CSS, CSS3]</td>\n",
       "      <td>福田区</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>丛简科技</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>软件工程师（仿真）</td>\n",
       "      <td>20-40K</td>\n",
       "      <td>[1-3年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[C++, CARLA, SUMO, PreScan]</td>\n",
       "      <td>福田区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>深圳元戎启行科技</td>\n",
       "      <td>智能硬件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>FBAchiever LLC招聘供应链专员</td>\n",
       "      <td>5-10K</td>\n",
       "      <td>[1-3年, 大专]</td>\n",
       "      <td>大专</td>\n",
       "      <td>[英语能力好, 电商行业经验, 进出口物流工作经验]</td>\n",
       "      <td>南山区</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>FBAchiever LLC</td>\n",
       "      <td>电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>连锁酒店BD岗</td>\n",
       "      <td>12-15K·13薪</td>\n",
       "      <td>[1-3年, 大专]</td>\n",
       "      <td>大专</td>\n",
       "      <td>[商户合作, 互联网/科技, O2O/生活服务, 拜访, 电话, 销售经验, O2O/生活服...</td>\n",
       "      <td>龙华区</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>飞猪</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>IVD注册工程师</td>\n",
       "      <td>14-25K·13薪</td>\n",
       "      <td>[3-5年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[体外诊断试剂, CE, ISO13485, ISO9001]</td>\n",
       "      <td>光明区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>艾伟迪</td>\n",
       "      <td>医疗设备/器械</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>465 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  jobName  salaryDesc     jobLabels jobDegree  \\\n",
       "0                    珠宝主播      20-40K  [1-3年, 学历不限]      学历不限   \n",
       "1             中海通招聘货运代理经理  10-15K·14薪    [3-5年, 本科]        本科   \n",
       "2                  FAE工程师  15-20K·13薪    [3-5年, 本科]        本科   \n",
       "3              朴朴超市分拣员/补货        6-9K  [经验不限, 学历不限]      学历不限   \n",
       "4           采购专员（双休+五险一金）       7-10K    [1-3年, 本科]        本科   \n",
       "..                    ...         ...           ...       ...   \n",
       "10                  web前端        5-8K  [1-3年, 学历不限]      学历不限   \n",
       "11              软件工程师（仿真）      20-40K    [1-3年, 本科]        本科   \n",
       "12  FBAchiever LLC招聘供应链专员       5-10K    [1-3年, 大专]        大专   \n",
       "13                连锁酒店BD岗  12-15K·13薪    [1-3年, 大专]        大专   \n",
       "14               IVD注册工程师  14-25K·13薪    [3-5年, 本科]        本科   \n",
       "\n",
       "                                               skills areaDistrict  \\\n",
       "0                                              [电商主播]          罗湖区   \n",
       "1               [开发客户, 代理订舱, 海运, 有船东资源, 有销售经验, 有客户资源]          南山区   \n",
       "2                                  [单片机开发, 半导体, 芯片设计]          宝安区   \n",
       "3          [月结工资, 公司免费缴纳商保, 全市就近分配, 计件计提多劳多得, 各项福利优厚]                \n",
       "4            [成品/样品, 英语可作为工作语言, 熟悉法律法规知识, 国外采购, 家居用品]          龙华区   \n",
       "..                                                ...          ...   \n",
       "10                                  [HTML, CSS, CSS3]          福田区   \n",
       "11                        [C++, CARLA, SUMO, PreScan]          福田区   \n",
       "12                         [英语能力好, 电商行业经验, 进出口物流工作经验]          南山区   \n",
       "13  [商户合作, 互联网/科技, O2O/生活服务, 拜访, 电话, 销售经验, O2O/生活服...          龙华区   \n",
       "14                    [体外诊断试剂, CE, ISO13485, ISO9001]          光明区   \n",
       "\n",
       "   brandScaleName       brandName brandIndustry  \n",
       "0        100-499人            恒实科技            媒体  \n",
       "1        100-499人             中海通         物流/仓储  \n",
       "2      1000-9999人        重庆平伟实业股份   电子/半导体/集成电路  \n",
       "3        10000人以上              朴朴           互联网  \n",
       "4        100-499人            慕晨科技          电子商务  \n",
       "..            ...             ...           ...  \n",
       "10          0-20人            丛简科技           互联网  \n",
       "11       100-499人        深圳元戎启行科技          智能硬件  \n",
       "12         20-99人  FBAchiever LLC          电子商务  \n",
       "13     1000-9999人              飞猪         计算机软件  \n",
       "14       100-499人             艾伟迪       医疗设备/器械  \n",
       "\n",
       "[465 rows x 9 columns]"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非兼职 = df_key[ ~df_key['salaryDesc'].str.contains(\"元/天\")]\n",
    "非兼职"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "a79813c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
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       " ['15-20K', '13'],\n",
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       " ['15-20K', '13'],\n",
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       " ['15-30K', '13'],\n",
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       " ['15-30K', '13'],\n",
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       " ['15-20K', '13'],\n",
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       " ['12-15K', '13'],\n",
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       " ['15-20K', '13'],\n",
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       " ['15-30K', '13'],\n",
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       " ['15-20K', '13'],\n",
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       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
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       " ['15-20K', '13'],\n",
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       " ['15-20K', '13'],\n",
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       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
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       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13']]"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "salary_detail = 非兼职['salaryDesc'].apply(lambda x:x.split('薪')[0].split('·')).tolist()\n",
    "salary_detail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "a0215c63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13.541666666666666"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(10+15)/2*13/12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "2d579322",
   "metadata": {},
   "outputs": [
    {
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       " 24.4,\n",
       " 6.5,\n",
       " 19.0,\n",
       " 3.0,\n",
       " 7.0,\n",
       " 6.5,\n",
       " 30.0,\n",
       " 7.5,\n",
       " 14.6,\n",
       " 21.1,\n",
       " 30.0,\n",
       " 14.6,\n",
       " 19.0,\n",
       " 7.5,\n",
       " 8.5,\n",
       " 24.4,\n",
       " 6.5,\n",
       " 19.0,\n",
       " 3.0,\n",
       " 7.0,\n",
       " 6.5,\n",
       " 30.0,\n",
       " 7.5,\n",
       " 14.6,\n",
       " 21.1,\n",
       " 30.0,\n",
       " 14.6,\n",
       " 19.0,\n",
       " 7.5,\n",
       " 8.5,\n",
       " 24.4,\n",
       " 6.5,\n",
       " 19.0,\n",
       " 3.0,\n",
       " 7.0,\n",
       " 6.5,\n",
       " 30.0,\n",
       " 7.5,\n",
       " 14.6,\n",
       " 21.1,\n",
       " 30.0,\n",
       " 14.6,\n",
       " 19.0,\n",
       " 7.5,\n",
       " 8.5,\n",
       " 24.4,\n",
       " 6.5,\n",
       " 19.0,\n",
       " 3.0,\n",
       " 7.0,\n",
       " 6.5,\n",
       " 30.0,\n",
       " 7.5,\n",
       " 14.6,\n",
       " 21.1]"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "平均薪资 = [(int(i[0][:-1].split('-')[0])+int(i[0][:-1].split('-')[1]))/2 if len(i)==1     # 12薪\n",
    " else round((int(i[0][:-1].split('-')[0])+int(i[0][:-1].split('-')[1]))/2*int(i[1])/12,1)     # 13薪及以上\n",
    " for i in salary_detail]\n",
    "平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "77c19b51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "465"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(平均薪资)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "e7dbcf84",
   "metadata": {},
   "outputs": [],
   "source": [
    "非兼职['平均薪资']=平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "4ad4ece0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jobName</th>\n",
       "      <th>salaryDesc</th>\n",
       "      <th>jobLabels</th>\n",
       "      <th>jobDegree</th>\n",
       "      <th>skills</th>\n",
       "      <th>areaDistrict</th>\n",
       "      <th>brandScaleName</th>\n",
       "      <th>brandName</th>\n",
       "      <th>brandIndustry</th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>珠宝主播</td>\n",
       "      <td>20-40K</td>\n",
       "      <td>[1-3年, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[电商主播]</td>\n",
       "      <td>罗湖区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>恒实科技</td>\n",
       "      <td>媒体</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>中海通招聘货运代理经理</td>\n",
       "      <td>10-15K·14薪</td>\n",
       "      <td>[3-5年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[开发客户, 代理订舱, 海运, 有船东资源, 有销售经验, 有客户资源]</td>\n",
       "      <td>南山区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>中海通</td>\n",
       "      <td>物流/仓储</td>\n",
       "      <td>14.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>FAE工程师</td>\n",
       "      <td>15-20K·13薪</td>\n",
       "      <td>[3-5年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[单片机开发, 半导体, 芯片设计]</td>\n",
       "      <td>宝安区</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>重庆平伟实业股份</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>朴朴超市分拣员/补货</td>\n",
       "      <td>6-9K</td>\n",
       "      <td>[经验不限, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[月结工资, 公司免费缴纳商保, 全市就近分配, 计件计提多劳多得, 各项福利优厚]</td>\n",
       "      <td></td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>朴朴</td>\n",
       "      <td>互联网</td>\n",
       "      <td>7.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>采购专员（双休+五险一金）</td>\n",
       "      <td>7-10K</td>\n",
       "      <td>[1-3年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[成品/样品, 英语可作为工作语言, 熟悉法律法规知识, 国外采购, 家居用品]</td>\n",
       "      <td>龙华区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>慕晨科技</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>web前端</td>\n",
       "      <td>5-8K</td>\n",
       "      <td>[1-3年, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[HTML, CSS, CSS3]</td>\n",
       "      <td>福田区</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>丛简科技</td>\n",
       "      <td>互联网</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>软件工程师（仿真）</td>\n",
       "      <td>20-40K</td>\n",
       "      <td>[1-3年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[C++, CARLA, SUMO, PreScan]</td>\n",
       "      <td>福田区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>深圳元戎启行科技</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>FBAchiever LLC招聘供应链专员</td>\n",
       "      <td>5-10K</td>\n",
       "      <td>[1-3年, 大专]</td>\n",
       "      <td>大专</td>\n",
       "      <td>[英语能力好, 电商行业经验, 进出口物流工作经验]</td>\n",
       "      <td>南山区</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>FBAchiever LLC</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>7.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>连锁酒店BD岗</td>\n",
       "      <td>12-15K·13薪</td>\n",
       "      <td>[1-3年, 大专]</td>\n",
       "      <td>大专</td>\n",
       "      <td>[商户合作, 互联网/科技, O2O/生活服务, 拜访, 电话, 销售经验, O2O/生活服...</td>\n",
       "      <td>龙华区</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>飞猪</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>14.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>IVD注册工程师</td>\n",
       "      <td>14-25K·13薪</td>\n",
       "      <td>[3-5年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[体外诊断试剂, CE, ISO13485, ISO9001]</td>\n",
       "      <td>光明区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>艾伟迪</td>\n",
       "      <td>医疗设备/器械</td>\n",
       "      <td>21.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>465 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  jobName  salaryDesc     jobLabels jobDegree  \\\n",
       "0                    珠宝主播      20-40K  [1-3年, 学历不限]      学历不限   \n",
       "1             中海通招聘货运代理经理  10-15K·14薪    [3-5年, 本科]        本科   \n",
       "2                  FAE工程师  15-20K·13薪    [3-5年, 本科]        本科   \n",
       "3              朴朴超市分拣员/补货        6-9K  [经验不限, 学历不限]      学历不限   \n",
       "4           采购专员（双休+五险一金）       7-10K    [1-3年, 本科]        本科   \n",
       "..                    ...         ...           ...       ...   \n",
       "10                  web前端        5-8K  [1-3年, 学历不限]      学历不限   \n",
       "11              软件工程师（仿真）      20-40K    [1-3年, 本科]        本科   \n",
       "12  FBAchiever LLC招聘供应链专员       5-10K    [1-3年, 大专]        大专   \n",
       "13                连锁酒店BD岗  12-15K·13薪    [1-3年, 大专]        大专   \n",
       "14               IVD注册工程师  14-25K·13薪    [3-5年, 本科]        本科   \n",
       "\n",
       "                                               skills areaDistrict  \\\n",
       "0                                              [电商主播]          罗湖区   \n",
       "1               [开发客户, 代理订舱, 海运, 有船东资源, 有销售经验, 有客户资源]          南山区   \n",
       "2                                  [单片机开发, 半导体, 芯片设计]          宝安区   \n",
       "3          [月结工资, 公司免费缴纳商保, 全市就近分配, 计件计提多劳多得, 各项福利优厚]                \n",
       "4            [成品/样品, 英语可作为工作语言, 熟悉法律法规知识, 国外采购, 家居用品]          龙华区   \n",
       "..                                                ...          ...   \n",
       "10                                  [HTML, CSS, CSS3]          福田区   \n",
       "11                        [C++, CARLA, SUMO, PreScan]          福田区   \n",
       "12                         [英语能力好, 电商行业经验, 进出口物流工作经验]          南山区   \n",
       "13  [商户合作, 互联网/科技, O2O/生活服务, 拜访, 电话, 销售经验, O2O/生活服...          龙华区   \n",
       "14                    [体外诊断试剂, CE, ISO13485, ISO9001]          光明区   \n",
       "\n",
       "   brandScaleName       brandName brandIndustry  平均薪资  \n",
       "0        100-499人            恒实科技            媒体  30.0  \n",
       "1        100-499人             中海通         物流/仓储  14.6  \n",
       "2      1000-9999人        重庆平伟实业股份   电子/半导体/集成电路  19.0  \n",
       "3        10000人以上              朴朴           互联网   7.5  \n",
       "4        100-499人            慕晨科技          电子商务   8.5  \n",
       "..            ...             ...           ...   ...  \n",
       "10          0-20人            丛简科技           互联网   6.5  \n",
       "11       100-499人        深圳元戎启行科技          智能硬件  30.0  \n",
       "12         20-99人  FBAchiever LLC          电子商务   7.5  \n",
       "13     1000-9999人              飞猪         计算机软件  14.6  \n",
       "14       100-499人             艾伟迪       医疗设备/器械  21.1  \n",
       "\n",
       "[465 rows x 10 columns]"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非兼职"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5914cd0",
   "metadata": {},
   "source": [
    "## 分地区看薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "f14ead64",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>areaDistrict</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>光明区</th>\n",
       "      <td>21.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>南山区</th>\n",
       "      <td>11.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宝安区</th>\n",
       "      <td>21.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>福田区</th>\n",
       "      <td>18.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>罗湖区</th>\n",
       "      <td>18.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龙华区</th>\n",
       "      <td>11.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龙岗区</th>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               平均薪资\n",
       "areaDistrict       \n",
       "光明区           21.10\n",
       "南山区           11.05\n",
       "宝安区           21.70\n",
       "福田区           18.25\n",
       "罗湖区           18.50\n",
       "龙华区           11.55\n",
       "龙岗区            3.00"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资 = 非兼职.groupby('areaDistrict').agg({'平均薪资':'median'}).query('areaDistrict != \"\"')\n",
    "分地区_平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "0b0dfa30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[21.1, 11.1, 21.7, 18.2, 18.5, 11.6, 3.0]"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资_values =  [round(i[0],1) for i in 分地区_平均薪资.values.tolist()]\n",
    "分地区_平均薪资_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "9e6f9e8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['光明区', '南山区', '宝安区', '福田区', '罗湖区', '龙华区', '龙岗区']"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资_index = 分地区_平均薪资.index.tolist()\n",
    "分地区_平均薪资_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "feecca6b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"5770fdd0c15340a7a8c168739a8c4ae7\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_5770fdd0c15340a7a8c168739a8c4ae7 = echarts.init(\n",
       "                    document.getElementById('5770fdd0c15340a7a8c168739a8c4ae7'), 'white', {renderer: 'canvas'});\n",
       "                var option_5770fdd0c15340a7a8c168739a8c4ae7 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"areaDistrict\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                11.1,\n",
       "                21.7,\n",
       "                18.2,\n",
       "                18.5,\n",
       "                11.6,\n",
       "                3.0\n",
       "            ],\n",
       "            \"realtimeSort\": false,\n",
       "            \"showBackground\": false,\n",
       "            \"stackStrategy\": \"samesign\",\n",
       "            \"cursor\": \"pointer\",\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"areaDistrict\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u5357\\u5c71\\u533a\",\n",
       "                \"\\u5b9d\\u5b89\\u533a\",\n",
       "                \"\\u798f\\u7530\\u533a\",\n",
       "                \"\\u7f57\\u6e56\\u533a\",\n",
       "                \"\\u9f99\\u534e\\u533a\",\n",
       "                \"\\u9f99\\u5c97\\u533a\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u5e73\\u5747\\u85aa\\u8d44\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ],\n",
       "    \"brush\": {\n",
       "        \"toolbox\": [\n",
       "            \"rect\",\n",
       "            \"polygon\",\n",
       "            \"keep\",\n",
       "            \"clear\"\n",
       "        ],\n",
       "        \"brushType\": \"rect\",\n",
       "        \"brushMode\": \"single\",\n",
       "        \"transformable\": true,\n",
       "        \"brushStyle\": {\n",
       "            \"borderWidth\": 1,\n",
       "            \"color\": \"rgba(120,140,180,0.3)\",\n",
       "            \"borderColor\": \"rgba(120,140,180,0.8)\"\n",
       "        },\n",
       "        \"throttleType\": \"fixRate\",\n",
       "        \"throttleDelay\": 0,\n",
       "        \"removeOnClick\": true,\n",
       "        \"z\": 10000\n",
       "    }\n",
       "};\n",
       "                chart_5770fdd0c15340a7a8c168739a8c4ae7.setOption(option_5770fdd0c15340a7a8c168739a8c4ae7);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x17f65b36d30>"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "\n",
    "c = (\n",
    "    Bar()\n",
    "    .add_xaxis([i for i in 分地区_平均薪资_index[1:]])\n",
    "    .add_yaxis(\"areaDistrict\",分地区_平均薪资_values[1:])\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"平均薪资\"),\n",
    "        brush_opts=opts.BrushOpts(),\n",
    "    )\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86120864",
   "metadata": {},
   "source": [
    "## 公司规模"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "64bcdeae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['100-499人', '1000-9999人', '0-20人', '10000人以上', '20-99人']"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['brandScaleName'].value_counts().index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "a6c76e41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[279, 62, 62, 31, 31]"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['brandScaleName'].value_counts().values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "d1fab0f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"90d4ecdbba7945108885cd9327308665\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_90d4ecdbba7945108885cd9327308665 = echarts.init(\n",
       "                    document.getElementById('90d4ecdbba7945108885cd9327308665'), 'white', {renderer: 'canvas'});\n",
       "                var option_90d4ecdbba7945108885cd9327308665 = {\n",
       "    \"backgroundColor\": \"#2c343c\",\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"name\": \"\\u8bbf\\u95ee\\u6765\\u6e90\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"10000\\u4eba\\u4ee5\\u4e0a\",\n",
       "                    \"value\": 31\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"20-99\\u4eba\",\n",
       "                    \"value\": 31\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"1000-9999\\u4eba\",\n",
       "                    \"value\": 62\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"0-20\\u4eba\",\n",
       "                    \"value\": 62\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"100-499\\u4eba\",\n",
       "                    \"value\": 279\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": \"55%\",\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"roseType\": \"radius\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"color\": \"rgba(255, 255, 255, 0.3)\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            },\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"showContent\": true,\n",
       "                \"alwaysShowContent\": false,\n",
       "                \"showDelay\": 0,\n",
       "                \"hideDelay\": 100,\n",
       "                \"enterable\": false,\n",
       "                \"confine\": false,\n",
       "                \"appendToBody\": false,\n",
       "                \"transitionDuration\": 0.4,\n",
       "                \"formatter\": \"{a} <br/>{b}: {c} ({d}%)\",\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0,\n",
       "                \"padding\": 5,\n",
       "                \"order\": \"seriesAsc\"\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"10000\\u4eba\\u4ee5\\u4e0a\",\n",
       "                \"20-99\\u4eba\",\n",
       "                \"1000-9999\\u4eba\",\n",
       "                \"0-20\\u4eba\",\n",
       "                \"100-499\\u4eba\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": false,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u516c\\u53f8\\u89c4\\u6a21\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"20\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false,\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"#fff\"\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_90d4ecdbba7945108885cd9327308665.setOption(option_90d4ecdbba7945108885cd9327308665);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x17f65bb24f0>"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Pie\n",
    "\n",
    "\n",
    "\n",
    "x_data = df_key['brandScaleName'].value_counts().index.tolist()\n",
    "y_data = df_key['brandScaleName'].value_counts().values.tolist()\n",
    "data_pair = [list(z) for z in zip(x_data, y_data)]\n",
    "data_pair.sort(key=lambda x: x[1])\n",
    "\n",
    "c=(\n",
    "    Pie(init_opts=opts.InitOpts(bg_color=\"#2c343c\"))\n",
    "    .add(\n",
    "        series_name=\"访问来源\",\n",
    "        data_pair=data_pair,\n",
    "        rosetype=\"radius\",\n",
    "        radius=\"55%\",\n",
    "        center=[\"50%\", \"50%\"],\n",
    "        label_opts=opts.LabelOpts(is_show=False, position=\"center\"),\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"公司规模\",\n",
    "            pos_left=\"center\",\n",
    "            pos_top=\"20\",\n",
    "            title_textstyle_opts=opts.TextStyleOpts(color=\"#fff\"),\n",
    "        ),\n",
    "        legend_opts=opts.LegendOpts(is_show=False),\n",
    "    )\n",
    "    .set_series_opts(\n",
    "        tooltip_opts=opts.TooltipOpts(\n",
    "            trigger=\"item\", formatter=\"{a} <br/>{b}: {c} ({d}%)\"\n",
    "        ),\n",
    "        label_opts=opts.LabelOpts(color=\"rgba(255, 255, 255, 0.3)\"),\n",
    "    )\n",
    "#     .render(\"customized_pie.html\")\n",
    ")\n",
    "c.render_notebook()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
